{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Infinite-Width Bayesian Neural Networks for Bayesian Optimization\n",
        "\n",
        "In this tutorial, we present an overview of infinite-width Bayesian neural networks (I-BNNs) [1, 2] and show how to use them as surrogate models for Bayesian optimization (BO).\n",
        "\n",
        "Consider an fully connected neural network with $L$ hidden layers, parameter weights drawn from $\\mathcal{N(0, \\sigma_w)}$, bias terms drawn from $\\mathcal{N(0, \\sigma_b)}$, and nonlinearity $\\phi$. In the infinite-width limit, the output of this network is exactly equivalent to $\\mathcal{GP}(\\mu, K^L)$. By the central limit theorem, we find $\\mu(x) = 0$, and we can also recursively define the covariance function as\n",
        "$$K^0(x, x')=\\sigma_b^2+\\sigma_w^2\\frac{x \\cdot x'}{d_\\text{input}}\\qquad K^l(x, x')=\\sigma_b^2+\\sigma_w^2F_\\phi(K^{l-1}(x, x'), K^{l-1}(x, x), K^{l-1}(x', x'))$$\n",
        "where $F_\\phi$ is a deterministic function based on the activation function $\\phi$.\n",
        "\n",
        "We will refer to this kernel as the \"I-BNN kernel\". Unlike many popular GP kernels, the I-BNN covariance function is not based on Euclidean distance, allowing the GP to represent nonstationary functions. This is advantageous for many settings of Bayesian optimization, since the function we want to optimize may not have similar behavior throughout the entire input space. Furthermore, I-BNNs have been shown to work particularly well for BO problems with high-dimensional inputs [3].\n",
        "\n",
        "BoTorch has an implementation of I-BNNs with ReLU activations: `InfiniteWidthBNNKernel`.\n",
        "\n",
        "\n",
        "[1] [Y. Cho, and L. Saul. Kernel Methods for Deep Learning. Advances in Neural Information Processing Systems 22, 2009.](https://papers.nips.cc/paper_files/paper/2009/hash/5751ec3e9a4feab575962e78e006250d-Abstract.html)  \n",
        "[2] [J. Lee, Y. Bahri, R. Novak, S. Schoenholz, J. Pennington, and J. Dickstein. Deep Neural Networks as Gaussian Processes. International Conference on Learning Representations 2018.](https://arxiv.org/abs/1711.00165)  \n",
        "[3] [Y.L. Li, T.G.J. Rudner, A.G. Wilson. A Study of Bayesian Neural Network Surrogates for Bayesian Optimization. International Conference on Learning Representations 2024.](https://arxiv.org/abs/2305.20028)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Install dependencies if we are running in colab\n",
        "import sys\n",
        "if 'google.colab' in sys.modules:\n",
        "    %pip install botorch"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "import os\n",
        "import warnings\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib\n",
        "import torch\n",
        "from torch import nn\n",
        "\n",
        "from gpytorch.kernels import ScaleKernel\n",
        "from gpytorch.mlls.exact_marginal_log_likelihood import ExactMarginalLogLikelihood\n",
        "\n",
        "from botorch import manual_seed\n",
        "from botorch.acquisition import LogExpectedImprovement\n",
        "from botorch.fit import fit_gpytorch_mll\n",
        "from botorch.models.gp_regression import SingleTaskGP\n",
        "from botorch.models.kernels import InfiniteWidthBNNKernel\n",
        "from botorch.optim.optimize import optimize_acqf\n",
        "from botorch.utils.sampling import draw_sobol_samples\n",
        "\n",
        "warnings.filterwarnings('ignore')\n",
        "\n",
        "%matplotlib inline\n",
        "\n",
        "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
        "dtype = torch.double\n",
        "tkwargs = {\"device\": device, \"dtype\": dtype}\n",
        "matplotlib.rcParams.update({\"axes.grid\" : True})\n",
        "\n",
        "SMOKE_TEST = os.environ.get(\"SMOKE_TEST\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### I-BNN Function Draws\n",
        "\n",
        "We start by visualizing the posteriors of an I-BNN. Here, we define a toy function and draw five initial function evaluations."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "output": {
          "id": 1056366939451157,
          "loadingStatus": "loaded"
        }
      },
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 400x300 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "torch.manual_seed(1111)\n",
        "def f(x):\n",
        "    x = -(x - 0.15)\n",
        "    return torch.sin(x * (2 * torch.pi)) + torch.sin(x * (2 * torch.pi) * 2)\n",
        "\n",
        "x = torch.linspace(0, 1, 100).to(dtype).unsqueeze(-1)\n",
        "true_y = f(x)\n",
        "\n",
        "train_x = torch.rand(5, 1).to(**tkwargs)\n",
        "train_y = f(train_x)\n",
        "\n",
        "# visualize the function and the training data\n",
        "plt.figure(figsize=(4, 3))\n",
        "plt.plot(x.cpu(), true_y.cpu(), linewidth=2)\n",
        "plt.scatter(train_x.cpu(), train_y.cpu(), color=\"black\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**Initializing the Model**: We now define two versions of the I-BNN, constructed using a GP with an `InfiniteWidthBNNKernel`. One version has fixed user-specified values for $\\sigma^2_w$ and $\\sigma^2_b$, and the other uses the marginal log likelihood to optimize these hyperparameters."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Function queries are not noisy\n",
        "train_Yvar = torch.full_like(train_y, 1e-8)\n",
        "\n",
        "# I-BNN with fixed hyperparameters\n",
        "ibnn_kernel = InfiniteWidthBNNKernel(depth=3, device=device)\n",
        "ibnn_kernel.weight_var = 10.0\n",
        "ibnn_kernel.bias_var = 5.0\n",
        "model = SingleTaskGP(train_x, train_y, train_Yvar, covar_module=ibnn_kernel)\n",
        "model.eval()\n",
        "\n",
        "# I-BNN with optimized hyperparameters\n",
        "model_optimize = SingleTaskGP(train_x, train_y, train_Yvar, covar_module=InfiniteWidthBNNKernel(depth=3))\n",
        "mll = ExactMarginalLogLikelihood(model_optimize.likelihood, model_optimize)\n",
        "fit_gpytorch_mll(mll)\n",
        "model_optimize.eval()\n",
        "\n",
        "# Default GP with Matern for comparison\n",
        "model_matern = SingleTaskGP(train_x, train_y, train_Yvar)\n",
        "mll_matern = ExactMarginalLogLikelihood(model_matern.likelihood, model_matern)\n",
        "fit_gpytorch_mll(mll_matern)\n",
        "model_matern.eval();"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**Visualizating the Posterior**: "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [],
      "source": [
        "def plot_posterior(ax, model, n_draws=5):\n",
        "    with torch.no_grad():\n",
        "        ax.plot(x.cpu(), true_y.cpu(), linewidth=2, color=\"black\", label=\"True Objective\", linestyle=\"--\")\n",
        "        ax.scatter(train_x.cpu(), train_y.cpu(), color=\"black\", s=80, label=\"Observations\")\n",
        "\n",
        "        test_x = torch.linspace(0, 1, 100).to(**tkwargs)\n",
        "        pred_f = model(test_x)\n",
        "\n",
        "        ax.plot(test_x.cpu(), pred_f.mean.cpu(), linewidth=2, label=\"Mean\")\n",
        "        lower, upper = pred_f.confidence_region()\n",
        "        ax.fill_between(test_x.cpu(), lower.cpu(), upper.cpu(), alpha=0.2, label=r'$\\mu \\pm 2\\sigma$')\n",
        "\n",
        "        for i in range(n_draws):\n",
        "            if i == 0:\n",
        "                ax.plot(test_x.cpu(), pred_f.sample().cpu(), color=\"green\", linewidth=0.5, label=\"Function Draw\")\n",
        "            else:\n",
        "                ax.plot(test_x.cpu(), pred_f.sample().cpu(), color=\"green\", linewidth=0.5)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "output": {
          "id": 1453096472021894,
          "loadingStatus": "loaded"
        }
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1800x500 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, axs = plt.subplots(1, 3, figsize=(18, 5))\n",
        "\n",
        "plot_posterior(axs[0], model)\n",
        "axs[0].set_title(\"I-BNN (Fixed Hypers)\\nWeight Var: %.2f, Bias Var: %.2f\" %\n",
        "                (model.covar_module.weight_var.item(), model.covar_module.bias_var.item()),\n",
        "                fontsize=20)\n",
        "axs[0].set_ylim(-7, 8)\n",
        "axs[0].legend()\n",
        "\n",
        "plot_posterior(axs[1], model_optimize)\n",
        "axs[1].set_title(\"I-BNN (Optimized Hypers)\\nWeight Var: %.2f, Bias Var: %.2f\" %\n",
        "                (model_optimize.covar_module.weight_var.item(), model_optimize.covar_module.bias_var.item()),\n",
        "                fontsize=20)\n",
        "axs[1].set_ylim(-7, 8)\n",
        "\n",
        "plot_posterior(axs[2], model_matern)\n",
        "axs[2].set_title(\"GP (Matern Kernel)\\nLength Scale: %.2f\" %\n",
        "                model_matern.covar_module.lengthscale.item(),\n",
        "                fontsize=20)\n",
        "axs[2].set_ylim(-7, 8)\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Similar to a Matern kernel, we see that the uncertainty decreases around queried points and increases as we move away. However, we find that the I-BNN function draws are more jagged compared to the Matern draws, and we also note that the uncertainty of an I-BNN towards the edges of the data increases rapidly."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Impact of Hyperparameters\n",
        "\n",
        "The I-BNN has three hyperparameters: the number of hidden layers, the variance of the weights, and the variance of the bias terms. Here, we visualize how modifying these hyperparameters impacts the posterior."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "output": {
          "id": 375446892116177,
          "loadingStatus": "loaded"
        }
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 2000x400 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, axs = plt.subplots(1, 4, figsize=(20, 4))\n",
        "\n",
        "for i, ax in enumerate(axs):\n",
        "    ibnn_kernel = InfiniteWidthBNNKernel(depth=(i+1), device=device)\n",
        "    ibnn_kernel.weight_var = 10.0\n",
        "    ibnn_kernel.bias_var = 2.0\n",
        "\n",
        "    model = SingleTaskGP(train_x, train_y, train_Yvar, covar_module=ibnn_kernel).eval()\n",
        "    plot_posterior(ax, model, n_draws=5)\n",
        "    ax.set_title(f\"Depth: {i+1}\")\n",
        "    ax.set_ylim(-8, 8)\n",
        "    if i == 0:\n",
        "        ax.legend()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "output": {
          "id": 1155028772461291,
          "loadingStatus": "loaded"
        }
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 2000x400 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, axs = plt.subplots(1, 4, figsize=(20, 4))\n",
        "\n",
        "for i, ax in enumerate(axs):\n",
        "    ibnn_kernel = InfiniteWidthBNNKernel(depth=3, device=device)\n",
        "    ibnn_kernel.weight_var = (i+1) * 5\n",
        "    ibnn_kernel.bias_var = 2.0\n",
        "\n",
        "    model = SingleTaskGP(train_x, train_y, train_Yvar, covar_module=ibnn_kernel).eval()\n",
        "    plot_posterior(ax, model, n_draws=5)\n",
        "    ax.set_title(\"Weight Var: %.1f\" % ((i+1) * 5))\n",
        "    ax.set_ylim(-10, 10)\n",
        "    if i == 0:\n",
        "        ax.legend()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "output": {
          "id": 395095789997175,
          "loadingStatus": "loaded"
        }
      },
      "outputs": [
        {
          "data": {
            "image/png": 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4mkGBAfpJu3Jy8yAIgkHyJ7JWzBGmYY5oGc013EBV167lGCyb8rsPCgwwPFZODoCYRsWh0+mQk5tXJQ5T848/Uq5P+lihUKC4pBSuLrJGxULU0phTTMOc0jJaIqeg2hDC5rqmYU6htoL5xDTMJ5ahsKjIoKGptsY9XqNYLzaSWLlrObnYUm0Snl49Y5t0TLlcjoOHj+qXnZ2c8MQj98O1lhZHby9PPHDPXVj65Xf6Fsrs7BxcSEhCTC3d7Y6dOKX/OTDAH488MK/WJOTo6IChgwcgplM03l+yFBUKBQRBwJ59BzFn5rQmvT5c76pYNUEcPHzM6OSSmZWNy2lX9MuREWHw9b058bdOp8POXXv1yzYSCR57+N5aJ8NydZFh1oypUCiVOHa8sm7Kystx9NhJDBnUv8FY4uIvoKi4pMa4jbVdOHh6euDLTxfXWN8c5HLD4ba0Wi3izyXg9Nl4pF+5iuLiEqjUajg42MPdzRXhHdojNrZLjXFImyK7yuRjuN590hSurjefKFGr1SgoLIKnh3uzxUdkDswRjcMcYR2qTjopldqadNPMzc3w/XqtWg4xRX5BocGTfKbmHzdXwycac3Jyb/kLELJOzCmNw5xiPape0zg62EMQBCQmXcTJ02dxOe0KCouKoFAo4eBgDxeZDGEd2qFr5061vv8aizmF2gLmk8ZhPjG/o8dOGSx3ielUowyvUawXh9uyUkXFJdi+cw+WfPwFysvlwPXxBB+8726D7nKNkXblKqoOsdi1S6daE8sNYrG4xgTZickXay2bmXVN/3On6MgGJ8Pz8vTAyNuGIjIiDP379kJwUKDxL6QeoSHBBsdKSExGQWGhUfvWmOiqWut7Tm4e5FW6aoeFta81sVQ1cvgQg+W66q+6gsJCRIR1MEgsrU2r1Rq0pGdfy8Hb732E7376FUePn6yczEyhgFarRVlZOa5czcSuvQfwyWff4LOvvje63htSXK27rrHdCPXlqyWjwqKiZomLyByYI5qGOcI6FFUZ67f6l/iGyJydDYZkLCyqe7LQhuMw3Le+v4faMP+QpWNOaRrmFOtRtSdJSWkpFn/0OT7/+gccOHQUGZlZkMsroNPpUF4uR1b2New/eARfffcz3v/wM/2Eyk3FnEK3MuaTpmE+Ma/SsjLs3LNPv+zs7ITYrp1rlOM1ivViTxIL9PuK1XVOYqVWa1BaVqafJOiGmE7RmDnt9mYZx7FjVCSWfvgO5PIKlJaWwd6IibjbhQQbLOfn1/5BXbUVs1wuNyqesaNGYOyoEUaVNcWgAX3x51//ANe7Bx46chwTxo6qdx+tVoujVZ4ikDk7o1tXw65vfr4++HTJIigUSpSUlsLGpuF5MQL8/WBrawO1urJ+6qq/ul6HOVUduxcAEpMME6Obmytkzk5QKlXILyg0GNsyMekiFn/0OZ545H6EBAehKZRVGmpwfdxMU9hVK69UquosS2ROzBGGmCMafh23KmWVIRZN/cwXiUSwtbXR56SqxzI9DsN8UT2fNKR67Mw/1JqYUwwxpzT8Om5lVW8QVp+fQCZzhquLi77HuVqt1m+7cjUDH376FR68964m9yphTiFrxXxiiPmk4ddhTXQ6HZb/ucpgovaJ40bD3r7m8GK8RrFebCSxQFnZ14woVcnJ0REjhg/GoP594ezs1KxxODo6wNHRuLFYq5+76hwVVXl6uiM7u3J8vhOnzmDYkIFNHpuxsXr1jMWatRv181gcPnIC40bfVu9TAWfjzxt8KPbr2ws2dTzxYG9vV+sHZm3EYjEcHR1RfL3Fua76q01UVLjRZVtCbbHa29vhtmFD0L9vL4MufQqlEqdOn8WGTdv0retlZeX49odfsOCFp+Eia3zXveqNJKY+iVL999iUZETUkpgjWgdzhOWr2ouxMU8f2trYQoHK329TvvSrquWfun7ndcfB/EPmw5zSOphTLF/13vG4/nk+eGA/DB7YD74+N4elUavVOHc+Ees2btEPhaJSqfDTL3/gxWefgJ+fb6PjYE4ha8V80jqYT8xj5aq1iD93Qb/cuVN0nQ09vEaxXhxuy8qVy+VYv3ErXnptEb7/+TeDSXlaU9XuYAAg6IRay/Xu0V3/s1KpwpJPvsSadZuQmZXd4jFWZ29nZzDuZUFhYY1eENVVHf9RJBJhYP8+zRaPRHyzDuuqv+qcnZ0gc3ZuthgaQ6FQQiqV6v+FhgTj5fnPYvzYkTXGPLS3s0P/vr0x//mn4V/l4qGouATrN25tUhyaKk9zoREJoHr5qk+LEFkr5ojGY46wfDeeWgMAiRFPu1VX9Qk5dRM+86vGUf24xsVhmH+aEgtRS2JOaTzmFMtXoVAYXNP4+njjxWefwPSpkwwaSADA1tYWsd06Y/5zTyEivIN+vUKpxF//rGtSHMwp1BYwnzQe80nr0ul0+H3FKuw/eFi/ztfHG/fOnQVRHbPM8xrFerEniQV64ZnH0b5daK3bBEGAUqlCcUkJrmZk4vSZeJw+Gw+dTofTZ+Jx/kIi7p07G926xNS6v6lKS8tw4vRZpKZeQkZWNspKy6FQKht9A3nEsEE4E3cO6Vcquy+r1Wrs2LkHO3bugaenBzpGRSAqMhyREWFwdmreJwpqM2hAX+w/eES/fODwUXSMjqy1bGFRES4kJOmXoyLD4e3lWe/xKxQKnDodh+SLqcjMykZxcQkUSqVB9+ymMHV8w5YQEhyITz5426R9XF1kePiBeXjn/Y+hud6N8PDRE5gwbrTJc4ncYGNra7Bs6gd49fe0bbXjEVkK5gjmCGNZQo5oSba2NlCpKuuqMe85jebm8I/SJnzm29pWb2TX1lm29jiYf8h8mFOYU4x1q+cUZycnk69p7O3t8OC9d+Pt9z/SP6WdmHQRaelXEFptGB9jMaeQtWI+YT4xlrXkkwqFAj//+ifOnU/Qr/Px9sLTTzwMB4e6eyvxGsV6sZHEyohEouvd37zh6+ONnt274crVTHzz/c8oKi6BSqXGT7/8geeefgyhIY2f40Gt0WDT5u3YsWsvdDpds8UvlUrx1GMP4Lc//sbZ+PMG2/LzC7D/4BHsP3gEIpEI7UKD0b1bF/Tt3bPZu2DeEBwUiNCQIP2Ys3Fxld0Qazvf4aMnIFSZCay+MRR1Oh127tmPjZu31+ji1pxMHd/Qkvh4e6F3r+44dOQ4cL3OLiQkNXryrurjK2rUTWskMXW8RiJLwBzRvJgjLJud1E5/AVL9SSljqDU3L/Sa8plffV9TLyCrN+oz/5ClYE5pXswptyZnZycMGzwAGzZv16+LP5fQ6EYS5hS6FTGfNC/mk5aXn1+Ar79fZjCMXHBQAJ545AHIZPX3guE1ivXicFu3gOCgADz60L36MQg1Gg3+Xr220cfTarX4/qffsO2/3TUSi72dHXx9vBESHIh2ocEG/4zl6OiIRx68B08++gC6du4EG0nNLl+CIODS5XT8s3YjXn3rPWzcst1gwu/mVDVJaLRaHD1+stZ4Dl+/mQ8ALi4ydO3cqc5jrvh7Ddas3Vgjsdja2sLH26vW+qutHhoiqWfcSWvQOaajwfKNJzMao/q4mUqVaeMlVigMJ6A3dhxOIkvHHNE0zBGWy67K53T1eakaotPp9Bcv1Y/VlDgaE4tCYZivmH/IkjGnNA1zyq2p+jVNWhOuaZhTqK1gPmka5pOWc+lyGpZ88qVBA0mn6Eg889SjDTaQgNcoVo09SW4RwUGB6BQdifjr3cAupaUjMysbAf5+Jh9r994DBt3JRCIR+vftheFDB8Hfz7fOcfeeeGaBSefpGB2JjtGRqKiowIXEZFxISEJicgry8wsMyqlUamzasgOX067g0QfvqTFuZFP16hGLf/7dqL9JfvDwMYwYNtigTFJyCvKqxDWgb+864zh9Jh4HDh01WBfbrTNG3zYMwUGBdU6o9eqb76OgsLAZXpH1qN7Ns7S0rNHHqj7/SWFhsUn7FxYWGSx7eHg0OhYiS8Mc0XjMEZbLw90NeXn5AIDi4mIIglDn+6+64uISgwtoTw/3JsVRVfV80pDCar/XpsRC1BqYUxqPOeXW5NWM1zTMKdSWMJ80HvNJyzhx8gx++/Mvgx4gQwb1x/Spk4z+HfIaxXqxkeQWEtahnT65AMCly+kmJxdBELBj116DdXPn3Im+vXvUu19TujI6ODigR2xX9IjtClzv1hZ/PgGHjx5H+pUMfbnzFxKxbccujBszstHnqo1UKkXvXt2xd/8hAEBW9jVcupxmMJ7mwSOGE10NqGeiq23/7TZYnjhulFEx64Tm6w5qLapPBNWU95Gfr4/BcoHJCeBmeQd7+0bPjUJkqZgjGoc5wnL5+fogKTkFuN6VvbSsDC4ymVH7Vs8R1XOIKdzd3CCVSvVP3Zl6AVIzFt9Gx0LUWphTGoc55dZk24zXNMwp1NYwnzQO80nz27v/EP5avVY/PJlYLMa0qZMwbPAAk47DaxTrZdl9nMgkTk6OBss3Jo8zxdWMLJSUlOqXw8PaN5hY0Igb0vXx9PTA0MEDsOD5p3H37OkGLa679hxo1rElb6g+LuOhKl0SKxQKnDkbr1/u1DGqzhbU8nK5wZBRnp4eGDNqRIPn12q1BvXeVsjlcoPl6u9hU8icnQ3G4LxyNaPe8lUJgoD0KuX9/W/9D39qe5gjGo85wjJVv2i4csX4z/209CsGy0353BeJRAaxXMnINGn/G+NJA4CrqwscHeueCJLIUjCnNB5zyq2nXF5hsOzchGsa5hRqa5hPGo/5pPns3X8IK1f9q28gkUqleOSBeSY3kIDXKFaNjSS3EHmF4ZwKjRm7rqDAsDtVdFSEUftdupxm8rmM0b9vbwwZ1F+/XC6X41pObrOfJzDAH+3bheiXz5w9px87Mi7+vEFXu/omuiooLDKYFCsqIqzObolVpaVfaZGk2VrUGg1ycvOQXWXMRmNczcgyWPb0bNoQV9GRN9+vVzMyjZ5sLDMrG/IqFzcdoyKbFAeRJWKOaDzmCMtU/f2Xesn491lK6mX9z1KpLcLat2+2WEpLy5CTm2fUfhUVFcjMytYvM/+QtWBOaTzmFMul1WqRn1+AK1dNu5F0tdqNpyZf0zCnUBvCfNJ4zCfN4/TZePxVZT4cZycnPPvUozXmmzIWr1GsFxtJbiFXqk0QV338OWOo1IY3lZ2dnOosW9WNLn7GKC0rQ2mZ8eO0Vv+AqaiWRJvLoAH99D+XlZfru8edPB2nX+/m5orOnaLrPIa6Wv05GVl/e/YZX3+WRKfT4c13luDZFxfizXeW4MtvfzZIrg05G3/eYDkyvEOT4qk6CZlWq8WpM/H1lr/h2PFTBsvdusY0KQ4iS8Qc0TTMEZbH18cbvj7e+uXjp84YlYPkcjnOXbg5rEOn6ChIpbZNiqX6JJgnTp42ar9jJ04bxBzL/ENWgjmlaZhTLM+nX3yLZ15ciNfeXoyPP/sKCqXSiL0qxVW7poloxmsaMKfQLY75pGmYT5rmakYmlv22Qv/Z6eToiKefeAghwYGNPiavUawXG0luESWlpYg7d0G/bCORIDI8zOTjODoYdp+q3iJfm737D9VoGa2epADgn7UbsPDN9/C/hW9jxd9rjI5JpayW8JyN+8A2VY/Yrgbdx06ePguFQokLCUn6dQP69a63Rb0x9Rd/PgEnTp0xWFdb/VkisVgMXx9v/YdnQWFhjddSl0uX0w3q1sPdHaEhwU2KJyYm2qC77q49+xp8sqGsvNygW2poSBACA/ybFAeRpWGOaDrmCMvUr09P/c95efk4c/Zcg/vs2nvA4Mm6/v16NzmOdqHBBt3Z9x88AoWi/htsao0Gu/ce0C+7ubkiOrptPKVF1o05pemYUyxPgL+f/rpBpVJj776DRu2Xn1+AI8dO6pft7KToFB3VpFiYU6itYD5pOuaTxlNrNPhl+Uqo1Wrg+vvvsYfva5b7QbxGsU5sJLkFqFQq/Pzrn1Cp1Pp1vXt1h30juikGBQYYLJ8+Gw+NRlNn+eMnTmP1vxvg5uYKby9P/frq3fUAwNbWVj9R0Jmz52o8cVMbQRBw4PBR/bKriwxeTey+XBep1BZ9e90ct/LM2XM4dSZO//rFYjEGNPAh5e3tBalUql9OSExGWXndY2omJF3EL8tXQCq1RUhwkH69XF5h0tNL5jRsyECD5b9Wr0X2tZx698nPL8DPv/1p8B4ZO3o4JBJJreVfffN9PPHMAv2//PyCWsvZ29lh9Mjh+uUrVzOxYfO2OuPQarX4Y+Vqg9/R7RPH1Rs7kbVhjmgezBGWaejggZDJnPXLK1atqXdSwkuX07Bt+y79cliH9vU+Wffp598a5J8bT+dVJxKJMHH8aP1yUXEJVqxaU29D/Zq1Gw2GXpgwdlSNyX+JLA1zSvNgTrE8QwcNMJhDYOOWHbiYcqnefcrL5fhh2XKDIX6HDRlY5zyLzClENzGfNA/mk8bbum2nwZBS06ZOMhi+rCl4jWKd2EhixcrL5Th05BjeW7LU4A/C1UWG2yc17kavq6sLwjq00y/n5Obh59/+REmp4WRMqZfS8NMvf+Dn3/6ERqPBrOlTDCaBKi0tw6kzcQb7DBsyUJ/wBEHAdz/9hvUbtyKvlhvegiAgLf0Kvv5+mcFrGzp4oFFjIzZW1XEay+VyrN+4Rb8c0yka7m71d/2USCQGQzWVy+X44aflyM3LNyiXmZWNFX+vwRdf/wC5vAKTJ45DUODN1mqdTod9Bw4306uqlJ9fYPAh+uqb7zfLcaOjItA9tot+ubxcjg8/+RI7d++rMTF7RUUF9u4/hA8++cKgoaNzp2j079v0VnIAGDqov8GXpK3bd+GX5StrjL2YfuUqvvz2J4MW/d69uiMqMrxZ4iAyN+aI5sccYXns7KSYPnWSfrm0tAyLP/4cx0+e1o/JDAAKpRK79x7A0i+/h+b6eqlUijunTW62WLp364JOHW8+PXzs+Cl8/f2yGmPVX8vJxY/LfseeKk8pR4R1MHjijMjSMKc0P+YUy+Lr643bhg/RL2s0GnzxzQ/YuHk7iotLDMqqVCocO3EKiz/6DOlVJuQNDgrE2FG3NUs8zCl0q2I+aX7MJ6YrKy/Hzj379MshwUEYPLBfvfuYgtco1qltNAVZmd9XrIadnbTO7Wq1BuXl5Siq9mUN17tBPf3YQ5A5O9e6rzEmTxyLpV98p29ZPH0mHmfOnoOHhztsbW1QWFgEZZWug+PHjESXzp2QeikNCUkX9et/+uUPrN+4FTpBwJsL50Pm7Ix5c2bih2XLodPpoNPpsGX7TmzZvhPOTk5wdXWBjY0EKpUaBYWFBucAgI5RERg5Yghakp+fL8I6tEdKauVTQ8UlN5Pq4Homuqpq/JiROBt3Th9/ckoq3nxnCVxdXeDo4IDComJUVNycJLxfn54YNngA9h04jIOHj+nX/7tuE/YdOAyJWIynH38I7o0Ym7O13D1rBspKy5GckgoAqFAosPrfDfhn7UZ4enrA0cEeFRUK5BcU1mixjgjvgHvnzW62Lw22trZ47KF7seTTL1FUVAwAOHr8JI6dOAVXFxmcnZ1RXFKC0lLD8UTDOrTHXbOmN0sMRC2JOYI5AlaWIzZv3YH48wm1bqve3XvLtv+w/2DtF1fjRt9W6wSKvXrEIicnDxu3bAeuX4T8/Ouf+F26Gh4ebhB0AvILCg2eKBSLxbj/njk1njxsqgfuuQsff/Y1MjKzAADnLyTi/IVEuLjI4CKToaysDMUlpQZPKfr6eOPhB+a26MUzUV2YU5hTwJyiN3nCGBQUFOLk6bPA9ff/pq07sGnrDni4u8PZ2RFKpapGTsH1CZQfeXBek8ePr4o5hawJ8wnzCawon+zee8Dgd1VaWooPP/2yUcfiNcqtg40kFigr+5rJ+9jY2GBAv96YPGEMHKqNJ2iq8A7tcffsGfhjxSp9S6YgCDWGOLKxscGUSeMwfOggAMCA/n2uj6Gn1u9T/en9bl1j8OSjD+CPv/5BXpVW6bLy8jq789lIJBg+bDAmjhtV53BMzWnQgL765HKDh7s7Oho5Bp+Ptxceum8ufli2XP9FXRAEFBUV62/a43q3t1EjhmLShDEAgJ7du2Hj5u0Gk4HdqPOG5tUwN3t7Ozz52APYsm0nduzaox9HURAEg99z9X1GDBuMcaNva/YPXTc3Vyx4/in8ufIf/eTwgiCgqLikxpcykUiEEcMGY9KEMW2mCyFZN+aIaq+NOcLic0RuXgEup10xqmxefkGtT+YBQGlZ3d3+x48dCW9vT/y9eh3Kr/diVKlUyM6uOfyjr4835s6ZgfbtQo1+Dcayt7fDc08/htX/rje4YCwpKUVJSWmN8n1798CMOyY3+e+SqLGYU6q9NuaUNp1TJBIJ7r9nDjq0D8XGLTsMbggWFBaioLDmOP22tjYY0K8PpkwaZzBcTXNgTiFrwnxS7bUxn1h0PikoMBz6qrCoGIVVXqcpeI1y6+AdQStkI5HA3sEeLjIZAgP9Eda+HXp27wpHx9rHPm2Mvr17oEP7UOzZewCJySkoKCiESq2Gg709fH29ER0VgYH9+8LN1UW/j7eXJ55+/EGs37QNaelXoNMJcHdzRUR4B4NjR0WG4/WXX0D8+QScO5+AqxmZyMsvgFKphFarg1RqC5mzMwL8/RARHoYe3bvC1UXWbK+tId1ju2DVmnUoL785VNTA/n1MupHfMToSr738IvbsO4DzF5KQl5cPpUoFO6kU3t5eiIwIw8D+feDj7aXfx9HRAc88+TD+Xb8ZF1MuQa3RwNVFhg4d2hlMxGWpbGxsMHH8aAwbMhAnTp1BUnIKMjKzUFpWBpVKDXt7Ozg7OSEoMACREWHo1aNbi37gushkeOTBe5B6KQ3HT55GSuplFBUXQ1GhgLOzE9zd3NCxYyR69+xu8HsgsnbMES2LOcJy9e7ZHTEdo3DydBxOn41Hbm4eiktKIZGI4erigsAAf/Ts3g0xMdEt2ihub2+Hu2ZNx7AhA3H8xGkkJF1EcXExysvlcHRyhJurCyIjwtGrRyyCg5r3KTGi5sac0rKYUyyPSCTC8KGD0L9vb5w6E4cLCUm4mpGJktIyKJVKSKW2cHJyQoC/HyLDO6Bnj9gWfc8wp9CtgvmkZTGfWC5eo1gPUWJiomBEOSIiIiIiIiIiIiIioltK2xlYjIiIiIiIiIiIiIiIqIpWHW4r9dJlbN76Hy6nX4FGo4W3lyf69+2NYUMGQCQStWYoRERkxZhPiIioOTCfEBFRc2FOISKyXq023Nbps/H44eflCPD3w6ABfWFjY4Ojx08i+WIqhg0ZiBl3TG6NMIiIyMoxnxARUXNgPiEioubCnEJEZN1apSeJXC7H7ytWITDAHy888zhsbW2B65MqfbT0a6ReugyFQgl7e7vWCIeIiKwU8wkRETUH5hMiImouzClERNavVRpJjhw7Cbm8AvPm3KlPFgAgkUgw/7knWyMEIiK6BTCfEBFRc2A+ISKi5sKcQkRk/Vpl4vbzFxIhFosRHRUBABAEASqVujVOTUREtxDmEyIiag7MJ0RE1FyYU4iIrF+r9CTJyr4GdzdXFBQWYc3ajbiQmAyNRgOZszP69O6OiePGQCq1NeJIRETUljGfEBFRc2A+ISKi5sKcQkRk/Vpl4vZnXlwIR0cHiADEduuCyIgwKBRKHDh0BCmplxEdGY4nH3sQIpGopUMhIiIrxnxCRETNgfmEiIiaC3MKEZH1a5WeJFqtFsXFJZg2ZSJGDBusX9+7Zyw++PhzJCRdxLnzCegc07HBY8kcpC0cLRHRram0QmXuEJqM+YSIyDJYe05hPiEisgzWnk/AnEJEZDGaklNapZHETipFhUKB3r26G6wXi8Xo16cXrlxdh6SLKUYlDN/AkEbFoNPpkJt1Fd7+QRCLW2UqFqvG+jId68x0rDPTNLW+Si9ebJG4WhPziXVinZmG9WU61plpmqO+rD2nWEI+Ad+7JmN9mY51ZhrWl+l4jWIZOYXvXdOwvkzHOjMd68w05r5GaZVGEk9PD1zNyISklhfo4iIDACgUSqOO1dQ3lVgs5hvTBKwv07HOTMc6M01bri/mE+vGOjMN68t0rDPTtOX6sqR8gjb+u2gM1pfpWGemYX2Zri3XmSXllLb8e2gM1pfpWGemY52Zxlz11SpnDOvQDgCQfjWzxrb8gkIAgJura2uEQkREVoz5hIiImgPzCRERNRfmFCIi69cqjSQD+vWGSCTC5q07oNPp9OtVKjUOHDwCAOjSueFuh0RE1LYxnxARUXNgPiEioubCnEJEZP1aZbitoMAAjB01Apu3/YfPvvweffv0QEWFAoeOHEduXj6GDh6A4KDA1giFiIisGPMJERE1B+YTIiJqLswpRETWr1UaSQBg4vjR8PHxxp59B/DX6nUQBAH+fr6YM3MaBvbv01phEBGRlWM+ISKi5sB8QkREzYU5hYjIurVaIwkA9OnVHX16dW/NU+qdzj4NmVoKX7OcnYiImpM58wkREd06mE+IiKi5MKcQEVmvVm0kMac9aXvgJ/JEWLtO5g7F4igUCuTm5hqsEwQBKqUKV69ehUgkMlts1oR1Zrr66szb2xv29vZmi42IiIiIiIiIiIhufW2mkaS7Xy9sjv8XM3G3uUOxKAqFAjk5OQgMDIREItGvFwQBarUKtrZS3vA3EuvMdHXVmVarRUZGBnx8fNhQQkRERERERERERC1GbO4AWkuMdyzO5p03dxgWJzc3t0YDCZG5SSQSBAYG1ujhRERERERERERERNSc2kwjiaOtI+QaBQRBMHcoFocNJGSJ+L4kIiIiIiIiIiKiltZmGkkAwNveHxmlGeYOg4iIiIiIiIiIiIiILECbaiSJdu+GoxlHzR0GERERERERERERERFZgDbVSBLuEovjmcfNHQYREREREREREREREVkAG3MH0JoCHSOx+uoX5g6DWtgHH3+G7Tt21Vuma5cYfLR4UavFVN3FlEtY9c9anI0/h6LCIjg5O6FdaAjGjr4Ntw0falD2+QULAaDeeH9dvgK//bESG/9dCalU2mJxt9Z5iIiIiIiIiIiIiFpDm2okEYtsoNHpoBN0EIvaVCeaNuWJRx7Ag/fO1S8v/eIbJF9MwRefLtGvs7E131t/+3+78NGnX2LQgH6Y/9zTCPD3Q3m5HIeOHsPSL77Bvv2H8OrLL5o0cfmMabdj4vgxzd5w8clnX0Emc8aD981r0fMQERERERERERERmUObaiQBgHauEUjKT0K0V7S5Q6EW4uTkBCcnJ/2yVCqFWCyGh4d7vftpNBrY2LTsn0Ra+hV8svQrTJk8AY8+dJ/BtvbtQxHbtTOem78Qf6xchblzZhp9XAcHBzg4ODR7vOcvJKJvn54tfh4iIiIiIiIiIiIic2hz3Sk6e/fGsYxj5g6DLMDW7TsxavxUHDt+EvPufxRPPjMfuD681VPPLjAoe+z4SYwaPxVnzsbr1yVfTMH/Fr6JydNmY+LUmXh+wUKcT0is95yr16yDvb097ps3p9btnTpGY/TI4fh33UZoNBqDbTt37cU9Dz6O8ZNn4P5HnsThIzffx78uX4FR46dCpVLp1+3esx+PPvkcxt9+J+64cy7eef8j5OXlGxzz3PkEPPfiK5g4dSZmzL4H7y/5FIWFRQCAUeOn4nJaOlb+vQajxk9F9rUcg/O8v+RTzLzrfuh0OoNj7t1/EKPGT9XXRWZWFt5ctBhT77wb42+/E48//YJB7ERERERERERERETm0uYaSaI8euFoxlFzh0EWZMXf/+D5Z57EojdeMXqfjMwsPDd/IbRaLZa89zY+//gDeLi7YeFr7+DK1Yw69ztzNh6x3brAzs6uzjL9+vZGSUkpki6m6NddvZqJ7Tt34+X5z+LzTz+Aj7c33np3CXJy82o9xs7d+/DO4o/QrWtnfP35R3jj1f8hLf0K5r/yOlRqNQAg/cpVzH/5dQQFBeCLT5fgrddfwaXLaXjl9UUQBAErl/8EALh90nisXP4TvL08Dc5x2/AhKCgsRPy5Cwbrd+/dj8AAf3SKjkJJaSmeffEVZGZn463XXsbXn3+EmE7ReP3t93H6TJyRtU1ERERERERERETUMtpcI4m3Q3ukFqWaOwyr8OmnSxEcHIygoKB6/02ePLnGvpMnT25wv6CgIHz88ccG+5WWlta7vSUMHjQA3bp2hle1RoD6rF6zDgDw6ssvIioyHO3bh+LF556Gg6MD1qzdUOd+efkF8PH2qvfYvj7elWWr9PooLinB/OeeRlRkBMI6tMdzTz8OtVqNffsP1nqMP1b8jU4do/DYw/cjNCQYXbvEYP7zT+PKlQwcPHgEALBm7QbIZM545qnH0C40BB2jI/HU4w8jNCQYhYVF+uHJ7O3t4OHhXmOOlB7du8HNzRV7q8RQoVDg6LETGDliGABgy9YdKCwswisLnkeXzp0QGhKMxx95AO3aheCvVWsarGciS6XWmjsCIiIiIiIiIiJqDm1uThIBIkhEtlBpVZBKOPl0fUpLS5CRUXeviBuCg4NrrMvNzTVq35KSEoNlQRAM9qu+vSVERoSZvE9CYhI6tG8HF5lMv04qlaJjdCTOnU+ocz8biQQ6Qaj32DeGrxKLb7ZhBgT4wd3dTb/s4+MNmbNzrb1WyuVypKVfweyZ0wzWh4d1gEzmjHMXEjBs6CAkJiUjrEN7g/N0jumIzjEdG3z9ACCRSDB08EDsP3gYTzz6IEQiEQ4dPgaVSo2Rt1U2klxISIKHhztCgoP0+4lEInTv2gWbt+4w6jxElkihEZk7BCIiIiIiIiIiagZtrpEEAKI9u+DstbPoFdDL3KFYNJnMBYGBgQ2W8/b2rnWdMfu6uLgYLItEIoP9qm9vCc5VJnk3Vnm5HNnXLmPSHbMN1qvVajg71308Ly9PZGVfq/fY13JyAQDeXjd7nMicZTXK2dnZQaFQ1Fgvl8sBAKtWr8WatRsNtimVShQUFOpfg5+vb72xNGTE8CFYu34Tzp2/gM4xnbBn7350jukIP1+fynPI5SgsLKpRT1qNBmqNBgqFEhIJbzaT9VFojChEREREREREREQWr002knTy6o6TWSfZSNKAZ575P7z44osQiUy/ib1u3bpGnVMmk+Hq1auN2re51PZ6lVUmRAcAZ2dndPbyxHP/94R+nSAI0GjUkErrnm+kd8/u2LR1O8rlcjg5OtZa5sjRE/Bwd0dEeAf9uvLy8hrlysrK4ODgUGP9jUafqVMmYfzYUTW2O9jbAwCcnBxRUlpaZ6zG6BQdBX8/X+zZdxDt27fDsROn8ORjD92MxdkJfr4+ePft12rdXyq1hVbLu81kfSrUbNwjIiIiIiIiIroVtLk5SQAg3L07TmWdMncYZKGcnZ30vTFuuJhiOI9Nx+hIXM3IhLe3FwID/PX/BEGA5/W5PGozedI4CDoB3/2wrNbtCYlJ2LFzN+6cPsVgGKyMzCwUFRfrl69czYBCqURoaEiNYzg4OKBdaAgyMjMNYgsM8IdarYabmysAICoyAsnJKVAolPp9E5OS8cwLL+FqRqZ+XQOjg2HEsCE4fPQ4Dh85BpFIhKGDB1Sppyjk5uXD0dHBIA6JRAJ3NzeD10hkTdRaETTaBv44iIiIiIiIiIjI4rXJO5Se9sFIL0k3dxhkoaIiInA1IxNn4uKh0+lw6vRZHDp8zKDM1NsnQi6vwHuLP0ZScgqysq9h05bteOrZ/2HLtv/qPHaAvz9eePYp7Ni5B6+99S5OnT6LnJxcXLqchhV/rcaCV97EsCGDcMeUSfp9BEGAi0yGJR9/jqTkFKSkXsLnX30He3t7DBnYv9bzzJ45HQcPHcVvv69E+pWrSEu/gm9/WIZHn3wOly6nAQCmTJ4AtUaDJR9/hkuX0pCYlIzPvvwOSqUKAf5+wPUGo4TEJFxMuYSyspq9WXB9yK3s7GtYvWYdBvTrA6cqw5eNGTUCMpkz3n53Cc6dT0D2tRzs2XcATz3zIpb/udLE3wyRZalQmzsCIiIiIiKiSkJDTzgSEVGd2uRwWyqtCGJIoNVpIRFLzB0OWZgpk8cjLT0dby5aDK1Wh+6xXfDQA/fgpYVvQqvVAgACA/zx0eJF+OmX5Xjhfwuh0+kQGOCPB++7G5Mnjqv3+EOHDERIcBD+WbseH3/2FfLzC+Ds7IT27ULx/DNPYMigAQbltVotwsM7YNiQQXjn/Q+Rk5uHoEB/vPnaS/Coo9fKiGGDIRaJsHLVGvz512rY2toiIrwD3l/0OsI6tAcAhIYE44N338CPy5bjyWfnw8HeHr16xuKhB+7R9/CYM2sGlv++Ei+9+ibefO2lWs8VEhyEiPAOSL6YinvmzjHY5iKT4ZMl7+CHn37DwjcWQalUwdfHG1Nun4hZM+4w4bdCZHkq1AJczR0EERFZNZ2ON7SIiKjplh5ZivY2QZgcFGruUIiIrFKbbCQBgDD3SCTmJ6KTdydzh0It7JX/PV/r+jGjRmDMqBE11js4OOB/Lz5bY/32TWsMliMjwvD+otf1y4IgQK1W1divNu3bh+L5Z540quzSj97X/zzqtmG1ltEJOqDafCrDhg7CsKGD6j1255hO+GTJu3Vun3HH7Zhxx+365U7RUZh396wa5b767KM6jxHg74/XXplf6zY+6ULWjD1JiIioqZhLiIioOUR6RuLUpWOYjGnmDoWIyCq1yeG2AKCjVyznJaFbwrVrOTh/IRGuLi6wtbU1dzhEbUaFcW2iREREdWIjCRERNYcefj0Ql3/O3GEQEVmtNttIEuHRHaey2UhC1k2r1eK+h59ESuolPHDfXHOHQ9SmqLQCJ28nIqIm0eoEKDXmjoKIiKydr7Mv8ivyzR0GEZHVarPDbfk7RSAxP9HcYRA1iUQiwaa1f5k7DKI2q0INyDi1FRERNUGFRmREKSIiovrZim2h1CjhIHUwdyhERFanzfYk0Wgl0Ol0nBOBiIgarULNHEJERE2jULORhIiImkatFRDlHon43Hhzh0JEZJXabCOJTgACXUKQVpxm7lCIiMhKcV4SIiJqqgoOt0VERE2kE4AotxgOK09E1EhttpEEADp5defk7URE1GjsSUJERE2l0IjYu52IiJoszKUzTmefNncYRERWqU03kkR5xrKVnYiIGk2pqZx0l4iIqLEEAVCozR0FERFZOw9pMC4XXTZ3GEREVqlNN5K0c+mM+ByO10hERI1XwRtbRETURHIO30hERE2k0IghFomh1WnNHQoRkdVp040kOp0dVFpekRARUePJVexJQkRETSPn8I1ERNQE+9P3IqM8G5EekUjMTzR3OEREVqdNN5JodICHgxdyy3PNHQoREVkpTt5ORERNxVxCRERNcbnoMuILjqEj594lImqUNt1IAgAx3rE4mXXS3GFQCzpw8AhefvUtTJ91D8ZPnoE59zyEd97/CPHnLhiUGzV+Kn5dvsJscbaU7Gs5GDV+KtZv3GLuUIhuSZy8nYiImkqhEaDjHFdERNRI3fxicbH4HCLdu3HuXSKiRmjzjSQdPbuzkaQF6HQ6lJWVQafTmTWOTz//Gu+8/yHCOrTHO2+9imU/fIVXFjwPJydHPL9gIf5atcas8bWEc+cTcOdd9+mXvb08sXL5Txg9crhZ4yK6VXHydiIiag6c44qIiBor2rMj0sqS4e8cxeG2iIgawcbcAZhbuFt3/H7uK3OHcUvQ6XTYunUrFi1ahLS0NAiCAJFIhNDQUCxcuBBjxoyBWNx67XKbtmzHxs3b8OZrL2FAvz769T4+3ojpFI0Afz/88PNviIqKQLcunVstruq0Wi3EYjFEIlGzHO98guEXIolEAg8P92Y5NhHVTq4CZPbmjoKIiKyZXCXAya55vg8SEVHbYiuxhVbQQqEWQSfo9PdjiIjIOG2+kUQidkKZqszcYVg9uVyO8ePH49SpUygpKTHYlpGRgdmzZyM2NhabNm2Co6Njq8S0ctUa9O7Z3aCBpKoZ06Zg05btWL1mnb6RRCfo8OPPv2HL9v8gl1cgOioCzz71GIKCAgEA167l4PuffsXZ+HMoKyuHl6cHRo4Yhrtmz9A3AGVmZeOHn37F6bNxUCpVaBcagnl3zUS/vr2B68Nfzb3vETz3f09gy7b/kJCYhAfvn4fvfliGH775DKEhwfoYCwuLMGvuA7hv3hzMunMaMjKz8MNPvyL+/AWUl8vh7eWJ0aNGYPad0yAWi/HBx59h+45dwPXhw+bOmYnRo0Zg7n2P4OknHsGkCWMBAGnpV/DDz78hLv4cVEoV/P39cPuk8Zg8cRwAQKPRYNzkGXj0ofsgr6jAhk1bIZdXICKsA/7vqUf1MdZXHxKJpAV/u0SWpUItQGbPixAiImo8OeclISKiJvC290NWWQaCZCFIK05DO7d25g6JiMhqtPnhthRqwN3eA/nyfHOHYrV0Oh3Gjx+PAwcO1GgguaG4uBgHDhzA+PHjW2UIrty8PGRmZqFPn151lhGJROjXpxdOnDwDQagcKmfb9p1QazT48P238c6bC3HtWg7eWLRYv/39Dz9FcXEx3n3rVSz7/ks8eP88rFm3AX//sxYAUFpahufmv4LM7Gy89drL+PrzjxDTKRqvv/0+Tp+JMzj/qn/WYtyY27Dsh68wfsxI2NraYu/+gwZlbiyPGD4UgiDgldfexrWcXCx6YyF+/u4L3DN3Dpb/8RfWbdgMAHjikQcwdPBAuLm6YOXynzBj2u01XndhURGen78QxcXFWPTGQnzz5ScYMXwIvvj6e/1xbGwq2083bdmO8nI5Pnz/bSx+53VkZGXh86++0x+rofogais44S4RETWVnHNcERFRE0S4dsaF/FPo6MVh5YmITNXme5IAQBefygQyKmyUuUOxSlu3bsWpU6eg0WjqLafRaHD69Gls27YNY8eObdGY8vIKAAA+3l71lvPx8YZKpUJJSSkAwMnJCY8+VDmfR2hIMO6ZOwcffLQUKamXEB7WAckXU3D3nJkID+ug3z80JBj2dnYAgG07dqGwsAhL3nsLIcFBAIDHH3kAZ+PP4a9VaxDbrYv+3KEhwRg7eqR+uU/vHti77yDmzpmpX7dn7wF07RIDH28vCIKAD99/G1KpLVxcXAAAvr4+WPPvehw7cQpTJk+Ak5MTpHZSiMRi/RBbxddf2w1bt/2H0rIyvDT/Ofj7+QIA7po1A3Hx57F6zTp9bxIAsLOz09cHAAwe2B9bt/2nX26oPojaCk7eTkRETaXSABqtABsJeyYSEZHpwl06Iz7/GCZFTcThzA24o+Md5g6JiMhqtPmeJADQ0asHTmSdMHcYVmvRokV19iCprri4GG+//XaLx2RjUznUk9DAZMo3erXcGCqrc0xHg+1hHSq7p6ZfyQAADOzfD7/9vhJffvMDjh47AYVCidCQYPj6+gAAEhKT4eHhrm8gwfUeK927dsG58wkGx46MCDNYvm3YUFxOS8eVq5XnysvLR/z5Cxh12zD9ca7l5GLxR59h5t33Y/K02Zh0x2wkXUzRN/IYIyEpGd5envoGkhtiOkYjMysb5XK5fl2njlEGZWQyZyiUSqjUaqPqg6itUF6/sUVERNQUck7eTkREjdTeJRpJBXEIkcUgPife3OEQEVkV9iQBEOnRHb/Hf23uMKySTqdDWlqaSfukpaVBp9O16CTuXl6eAICs7Ox6y13LyYW9vT1kMmfgeiNAVXbXe0QoFAoAwPznn0bH6Ejs2rMP6zZshkQiwW3Dh+DRh+6Do6MjyuVyFBYWYdIdsw2Oo9VooNZooFAo9eucnJwMyvTt2wtOTo7Yu+8g7po9A3v3H4SdVIrBA/sD14cQe/m1t+Hj7YUXn3savj7eEIvFeP+DT0yqG7m8AjKZrMZ6Z+fKeCrkFXC6Pm+Mvb1hjxARrj/ZeH34sfrqo/rrI7pVVKgrkFuRDWf4VVsPyDgVDxERNYFcJcCFc1wREVEj2EnsodIqoRPsUaFRmDscIiKrwkYSABI4c/L2RpLL5fr5OowlCAIqKipa9Ca6u5sbwsM64OCho5h+R815OW7Ecez4SfTt3VO/rqys3KBMWVnl+8LRwQEAIJFIMGXyBEyZPAGlpWXYf/Awvv/xF+h0Al549kk4OzvBz9cH7779Wq3nlEpt64xZamuLQQP6Ye/+ykaS3Xv3Y+CAvnC4fu5jx09BLpfjtVfmI/j6RPIAUKFQ6MsYw8nREZmZWTXWl5TeGHLM0ehj1VcfLz73lNHHIbImhYpCfHfhA7wX9IfBek7eTkRETcXJ24mIqCnc7D2RL8+Fu50Xcstz4e3kbe6QiIisAofb0k/e7o6CigJzh2J1HB0dIRKZdlNQJBKZdFO/sWZMm4K4c+fx3649tW7/59/1yMq+hul3TNavO38h0aBM8sVUAEBoaDBKSkuxY+duaLVa4Hqvk3FjRmL0yOFIvpgCAIiOjEBuXj4cHR0QGOCv/yeRSODu5tZg75kRw4ci9dJlnDufgITEZIy8bbh+m/z6MFiuri76dYlJyUhLv6Lv2XFDfQ1XHaMjkZObh+xrOQbr4+LPIyQ4yOjfjTH1QXQrCpAFoECZC52gM1jPyduJiKipKlQcupGIiBqvo2d3JOSfQkevWJzOPm3ucIiIrAYbSQDohJuTt5NpxGIxQkNDTdonNDS0RYfaumHEsMGYNmUSlnz8Ob75/mckJl1ETm4ezickYukX3+CHn3/Dk489hOioSH2jQnFxCb7/8RekpV/BqdNn8cfKVYgID0P7dqEQdAKWfvEtPvnsK6SkXkJObh5Onj6LA4ePomuXGADAqNuGQSZzxtvvLsG58wnIvpaDPfsO4KlnXsTyP1c2GHNs187w9PTAl998Dw8Pd/SI7arf1jG6cn6QlX/9g6zsa9h34BC++Op7DOjXB1nZ13Dlaga0Wi1kzs4oKSnF6TNxyKilx8iYUbfBzc0V733wCc5fSEBa+hX8/MvvOHM2HrPuNH5iN2Pqg+hW1dGtG87lHjdYJ+fk7URE1EQaHaDUMJ8QEVHjRF9vJIlwj8Wp7FPmDoeIyGqYZbitC4lJ+OLrHwEAX3662Bwh1BDj3RMnMo9gZIeR5g7F6ixcuBCzZs0yavJ2V1dXvPrqq60SFwA8+vD96B7bFRs2bcVrb72L0tIyuLu5oUvnjvj0w/cQFRkOANBoNACA2yeNQ2lpGV5YsBDl8gp0iemEZ//v8euxu2Dxu2/gl9/+xIsvvQaFQgkvTw8MGTQA99w9C7jem+LjD97Bjz//hoVvLIJSqYKvjzem3D4Rs2Y03AAhFosxbMggrF6zDndOm2LQmBTTKRoP3DcX/67biHUbNiM6OhIvPv80SkpKcD4hES++9Bq+++pTjBszEoePHMOrb76LSRPGYPLE8QbncHV1wUeLF+G7H3/BS6++DbVKheDgIMx//v/0k8Qbw5j6IGoN5sgp/X1HYP/Vzejq20+/TnV98nYbCYfcIiKyRpZyjSJXAXYcFJmIyGqZM59EenTFXxe+wezOD2PdxR9a9dxERNas1b9+KxRK/L5idWuftkGR7rFYHveNucOwSmPGjEH37t1x4MABfWNDbWxsbBAbG4vRo0e3anx9+/RC3z696i1ja2uL7ZvW6JcfeuCeWst1io7C4nfeqHXbjd4oAf5+eO2V+XWey8/Xx+Bc1T360H149KH7at02a8YdtTa2/P3HMv3PLjIZfvnxa4Pt1c8XHBSIt19/uc4YatsHAObdPQvzqjSA1FcfRK3BXDkl2r0bfk39usZ6Tt5ORGSdLOkaRa4S4O7IBnciImtk7nziLHVBuboUDhJ3FCmKzRYHEZG1afXhttas24iysnL4+ljW5FE2YheUKBvuCUE1icVibNq0CQMHDoSLi0utZVxdXTFw4EBs2rSpVYbaIqK2wVw5RSKSwN3eC7lywyHt5BxLnojIKlnSNQpzCRGR9bKEfOJkK0Opqhi2YgeUq8rNFgcRkTVp1bvViUkXceDQUYwfMxIuMllrnrpBCrUAN3s3FFYUmjsUq+To6IidO3di5cqVGDBgAAIDAxEQEIDAwEAMGDAAK1aswM6dO+Ho6GjuUInoFmHunDIoeCwOXN1isK5C3ephEBFRE5k7n1SnUN/soUxERNbDUvJJtGcsEvNPI9KjC+Jy4swWBxGRNWm1RhKFUonfV6xCcFAgRo4Y0lqnNZpaC3Tz5eTtTSEWizF27FgcOHAA6enpSEpKQnp6Og4cOICxY8eyBwkRNRtLyCn9A0fh4NVtBusqOHk7EZFVsYR8Up1OYKM7EZG1saR80sm7J87nnUC4RyxOZXHydiIiY7TaXeu16zejuLgEc+fMsNib5Z29e7KRpJmIxWI4OTlZ7O+aiKybJeQUVzsPyNVlUGtV+nUqDaDWsqGEiMhaWEI+qQ2H3CIisi6WlE86elY2knRwjcXJbN7jIiIyRqtM3J6UnIJ9Bw5jwtiRCPD3a9KxdDpdk/bT6QSIxbUfo51rJ6w8v6zR57BGgiA02J2f3f1NxzozXW11JghCm/p7bMjNz7G2XSfNlVOaI5909x2Ik9n70CdguH57uRJwseeEu1XxvWsa1pfpWGemYX1VMnc+AQDd9e8/1a9RypUieHCU2hr43jUd68w0rC/Tsc4s756XTOqCUlUxvOz9kV50tU3/burC963pWGemY52Zxtz11eKNJCqVCr+vWIUAfz+MHjnciD3qdy0jvVH7KTQAIEFh3rU6y7jYCcgqzGj0OayRSqmCWq2qc3t926h2rDPT1VVnKqWiTf09Gis366q5QzCb5swpTXtvVeaTLk69sS1pFcJsOuq3iMt18HZiQ2lt2vJ7tzFYX6ZjnZmmLdeXpeST/HIRAHGNa5QyCSCVa5sU162sLb93G4t1ZhrWl+naap1Zyj0vlRYG97zsBQdcykiASqFBxpVU2Ihb5Rlpq9NW37dNwTozHevMNOaqrxb/lPx3/WYUFBZh/nNPQiKRNPl4voEhjdqvXKlFakE23L18IRbX/oSvnY0I9vaO8PIPhETc9FitwdWrV2FrK611m1qtqnMb1Y51Zrr66kxqZw/fwKBWj8lS6XQ65GZdhbd/UKO6cJdevNgicbWm5swpjc0nOp0OKflZcPfyRS9vXyxL+QiePjefGHOyF8HX03KGbLEETX3vtjWsL9OxzkzTHPVl7TnFEvIJAOiKtchNrf0axctfDEkd1y1tFf/WTcc6Mw3ry3Rt/RrFUu55Vai0uJh/M590DxqIbFxBpG83FNrJ0dmnc5Nju5Xwb910rDPTsc5MY+5rlBZtJLmYegl79x/CkEH94ezshMKiIv02jUYDAPp17m5uRh2zsZUkFgvX/xdBJKr9GCotEOYRhkvFlxDpGdmo81gbkUgEkajmxVfVoY9q2041sc5M11CdiUQiJpJaiMXiNlkvzZ1TmlqHN/KJu703ChV58HDwAQAoNU0/9q2qrb53G4v1ZTrWmWnaan1ZUj4Ri3TXj1HzGkWpFcPZht8pa9NW37tNwTozDevLdG2xziz5nleMd28cz9yNCPdYnLl2Bl39ujbquLe6tvi+bSrWmelYZ6YxV321aCNJYuJFCIKAPfsOYs++g7WWWfjGewCALz9d3JKhGC3Kswvic+LbTCMJEZG1sNSc0jtgOI5m7sLYsJkAALW2cvJ2WwlvbBERWSJLzSfVyVUCnO2YS4iILJUl55Noz+5YHv8pRneYgR3p32But7mten4iImvToo0kvXrGIiSk9qFy1m3YgsysbDz60L0tGYLJwtxicDhzG+7oeIe5QyEioiosNaf0DRiB704t0jeSAIBcBbg6tHooRERkBEvNJ9XJOc0dEZFFs+R84mDjCIWmAsEu4UjKTzFLDERE1qRFG0l8fbzh6+Nd67b/du4FAHSJ6VjrdnMJcemEH898Yu4wiIioGkvNKf7OIbhWbjixWIVagKsDn/4lIrJElppPqpOrBCNKERGRuVh6PvFxDECuPAtaHaDVadvM3LtERI3BAdGqkYicUKYqM3cY1Aw++PgzjBo/FR9+8nmdZd5Y9D5GjZ+KX5evaNXYiOjWEijrgKslqfplPv1LRERNpdYCKg0bSoiIqHFivHvhXO5xtHONRkJegrnDISKyaC3ak6Q+zzz1iLlOXS+FGrCX2EOhUcDext7c4VAT2dvbY9/+Q3jq8YdhZ2dnsK2srBxHj52EfbX1RGR9zJ1T+gaMwOHM/zDdpQMAoIJP/xIRWSVz55Pq5CpAarYrNiIiaixLyCcxXr2w4/I/iPLoiWOZxxDjE2PukIiILBZ7klSjE4Awjyi2st8iwsPaQ2IjwcHDR2ts27v/IAID/ODq6mKW2Ijo1tE7YBiOZ+3WL2t0fPqXiIiaTq5mLiEiosYJ9+iCi4Xx6OjVE0euHjd3OEREFo3PJdUi0qMz4nPiEesXa+5QqInEYjH69e2NHTv3YPjQwQbb/tu1B/379cHOXXv167RaLX7/829s37kbeXn5cHdzxfChg3HvvDmwtbXVl1n+51/YtXsfcvPy4eTkiM6dOuKhB+6Bp4cbAGDTlm345LOv8f3XS/HDT7/izNl4ODg6YNCAfnji0QchkXAsUKJbiaudB0pVRdAJOohFlc8f8OlfIiJqKg7fSEREjWUrtoVGp0Ggc3tcLEg1Yg8ioraLt29q0cGtM7Zd+sPcYZjV2C/kyCnVQQS1uUOBt0yErU85NXr/YYMH4rW33kNhURHc3SobMXLz8hAXfx5PPvqQQSPJ5199h+3/7cZjD9+P7rFdkZycgs++/BbFJSV44dmnAAAr/voHf65cjf+98Aw6dYxCYVERln7xDd565wMs/ehdAIBEUvmntfSLbzD19ol48vGHse/AIXz3wzJER0Vg9MgRTawVIrI0kR5dkVRwFtGelQ3sFWoBbuDk7URE1HgVKgGCIEAkYj4hIiLTBbuE4WpZKgAJNDoNbMS8DUhEVBt+OtbC3ykSifmJ5g7DrHJLBWSXAID1d/Hv2SMWLi4y7Nq9D3dMmQQA2LlrH9qFhqB9+1B9uYKCQmzeugN3Tp+KiePHAAACA/yRX1CA7378BffOuwtenh64fdJ4jBwxFL6+PgAAHx9vjBszqrIxpbgEXl5e+mMOHTIIQwYNAABMnzoZy39fiYTEZDaSEN2C+gSMwJHM/6o0kpg7IiIisnY6AVBoAAdbc0dCRETWKMarcvL29q6dcD73PLr6djV3SEREFomNJLXQ6Wyh1rbtu1veMhEECBBZwFPQ3rKmxSCRSDBsyCDs2Ln7ZiPJ7r0YMXyIQbnE5IvQ6XSI7drZYH332K7Q6XS4kJCIwQP7AwBWrVmHY8dPoqi4GFqtDlqtFgBQUlpq0EjSKTpK/7NIJIKzszNKy8qa9HqIyLzSi9Ox5tIfmOv5osH67r6D8NeFb3BPl+cBAHJO3k5ERM1ArhLgYGv+7+RERGR9unj3wV8J36KH7yAcuXqMjSRERHVgI0ktNDrAyVaGEmUJXOza5qTeW550hFqtgq2t9Jbo3n/b8KFYs3YD0tKvQKfT4dLlNLw99GWDMuXl5QCA199+D6LrcwoAAITKG52FhUUAgI8+/QJHj5/Eg/fNRWzXLpDaSbH/wGH88POvNc5rb29nsCwS3RKdc4jatGCXYOzL2oJp6sfgJL2ZI+xtHKDVaaDWqWErtoVWByg1AuxsrP8zlIiIzEeuAjwbP/IsERG1YSGuEUgvTsbdMf+H1clL8FDPB8wdEhGRRWIjSR0iPWNwLucc+gf3N3co1AyiIsMRHByIXbv3QavVonNMR/j4eBuUkTk7AwAWvPAMOrRvV+MYbq4uUKnVOHj4KO6cNgVTb5+o33YLtCMRkZFEIhFub3c3/k74Fvd2NexN0tGrBxLyTqKLT1/g+o0tO2ZaIiJqAvZMJCKixhKLxLAR28LTwReXC9PMHQ4RkcUSG1GmTQp3j0FcTpy5w6BmdNvwoTh6/AQOHz2G24YPrbE9MiIcYrEYeXn5CAzw1//z8HCHWCyGk5MTFAoFdDodXF1vPj2u1Wrx3+7Kyd8FXsMStQmD/cfg4NXtqNDIDdb38h+K41l79MsVan4oEBFR0yjUgFbHfEJERI0T6dkVSYVnIRLZQqVVmTscIiKLxEaSOrRz7YxzOefMHQY1o9uGD0VK6mVkZGRh8KCaPYTc3d0wbsxI/Pb7Smz/bzeysrKRkJiEt9/5AC8seBUKhRIuMhmCAgOwbccuXLqUhqTkFLz5zmJ07tQRAHDu/AX9sF1EdOsSi8SYGnUf/kn4wWB9V+9+OJNzWL8s5zUIERHV41jmQaPKVbTt6RKJiKgJunr3RXzOUbR3jUH8tXhzh0NEZJE4CEgdPO1Dcbn4srnDoGbk5+uDmI7RcJY5wUUmq7XMU48/DE8PD/z6+wrk5eXD2ckRsd264uMPFunnF/nfi89g6Rff4sln58PLyxOzZtyBUbcNQ+qlNPy47HfY2kohkUha+dURUWsb1W46Ht86HjM6PgKppPLzwc7GHjpBq5+XpEIlQBCEW2JuJyIian7fnPwEj4a/A0/41VtOrhLgbMdcQkREpuvs3QebUv7EyHbTcPDKMfQI6GHukIiILA4bSeqg1Umg1enMHQY1wfznnq6x7uMl79RYt3zZd/qfJRIJ5t41E3PvmlnncaMiI/DVZx/WPPYHiwwmux8zakS95yIi6yYRSzAxYi7WJi3DjI6P6Nd38uqJC3kn0NWnH3QCoNAADrZmDZWIiCzUiHZjcCx3N0ICI+otV64EUPszPkRERPVys/dEsbIAnb17Y1n863iy7yNG7EVE1LZwuK16ONg4o1RZau4wiIjIQo0Lm42daf8arOvlPxTHsnbrlys45BYREdVhZLsJOHxtR4PlOHk7ERE1hZudJ2wlUmSWZpk7FCIii8RGknq0d4tCQl6CucMgIiILZSu2RYhLBFIKz+vXdfHui7ico/plOSdvJyKiOry1fz6KlAVQ6+qfdESjA5Qa5hMiImqcLj59EJ97FDKpJ/LkeeYOh4jI4rCRpB7tXKNxIe+CucMgIiILNj5sNjan/KlfrjovCQBU8OlfIiKqQy///pBJ3XAia2+DZeXsmUhERI1U+SDXEXTx7o+9aQfMHQ4RkcVhI0k9gmTRuJDLRhIiIqpbV59+iMs9AkG42RgS490L53KPAQAq1DDYRkREdMOMjnORp8jG7vR1DZblkFtERNRYkR5dkVQQh1jfAdh7mY0kRETVsZGkHgHOkUjKTzZ3GEREZMFEIhG6ePfF2ZzD+nW9/IbieNYeAIAgVDaUEBERVecslSHCNQbnc0802KDORhIiImosW4kUGp0a7V07Ij73nLnDISKyOGwkqYet2A4VGqW5wyAiIgs3PnwONlUZcquLT1/E51aZl4Q3toiIqBaXii5icug9qNCWIyH/VL1l2TORiIiaop1rJK6WpkAEGyh5r4uIyAAbSRoghg1UWg4ATEREdevg1hHpJcn6eUikEjtoBS00Og0A9iQhIqLavbVvAdzsPOFq54lNKX/UW5Y9E4mIqCm6+PRFXO5RRHr0wPHM4+YOh4jIorCRpAHBruFI5pBbRETUgH6BI3EkY4d+OcKjCy4WxAHsSUJERHWYFDEde7M24t4uL2B3+oYGyzOfEBFRY92YvD3WZwB2c14SIiIDbCRpQKhLNC7kcfJ2IiKq39gOs7A5ZYV+OdZnAE7nHAQAKDWATscbW0REZGhs2O3Yn70VA4JGQ6GR43JRYr3l5ezgTkREjeTvHIKssnR09u6Dw1ePmDscIiKLwkaSBgTJonE+97y5wyAiIgvn6xSICk05ihT5AIBuvv1x+tohgEOkEBFRHRxtHeFl74urpakYHDwOP539oN7y7ElCRESNJRKJYG/jAJFIjFJlOee5IiKqgo0kDWjn2hHnchLMHQYREVmBieFzseHicgCAq50HSlWF+m28sUVERLUZEzQD65N/w2PdX8eBq1vqLavUABot8wkRETVOtGd3JOSdRJAsAskFHFqeiOgGNpI0QCZ1RZGixNxhEBGRFRgSMgH7rmzSP5Xl4xiE7LIrgIUOkaLUKHEq6xT+jPsT5apyc4dDRNQmdXLvibjco/B09IOdxAHn807WW17OnolERNRIXX364mzuEXT1GYA9l/ebOxwiIothY+4ArIFOAHSCDmJR22pTisvUwcZGC0Bkthi6BUnMdu6mOHX6LP7btQfnLyQiNzcPTs5OiIwIw92zZyIyIszc4RFRC7ER26CbTz+czN6Hnv5DEOs7AGdyDsHPORgVast58vdczjm89N9LkIgl6OTVCZ6Onnhi0xP4+fafIRKZ7zOfiKgtEolE6OU3BMeydmFyxDx8c/JNfDZ6bZ3ly5UCXOz5WU1ERKbr5NULqxN+wNgOs/DbuTfxUM/7zR0SEZFFaFt3/RvJzykUaUVp5g6DrMj6TVtw7VoOpt4+EYveWojHH3kARUXFePq5BTh1+qy5wyOiFjQl8n6sSfoJABDrOwCnr92cvN3cQ6RodBq8t+89vL77dXwz8RusmbkG79z2Dp7r/xyiPKPw3YnvzBofEVFbNSH8LqxPXo55nZ/D2Zwj0Oq0dZa1xJ6JRERkHZylLihTl8DXKRAZJZnmDoeIyGKwkcQIIS7RuJB3wdxhkBk9v2AhPvj4M6PLP/X4w1jy/tuYNGEsunXpjCGDBmDxO2/AxUWGP/9a3aKxEpF5BchC9RO4h7iEI73kon6bOSdv1+g0uGPlHQh0CcTfM/5GgCzAYPuCQQuw49IOHM88brYYiYjaKn/nEJSpiqCDDl6Ofthxue7vi3KVwMl2iYjIQHxOHMrVpUaV9XEMQE55JtztfZFdlt3isRERWQM2khihnWs04q6dN3cY1Ahz73sEH3y0tMb6F//3Kp6b/0qLndfdza3GOgcHB4QGByE3N89gvVarxV+r1uDhx5/BhCkzMWr8VIN/c+55qMXiJKKWMSl8HtYn/wqRSAQHG0fI1WWAmSdvX3JgCaZ3mo553ebVOqSWWCTGdxO/w/zt81FYUVjrMYiIqOWM6TATW1P/wrSoh/Bb/Kd1ltMJgELTqqEREZGFO5JxGN+cf9uosp29+yA+9yi6+gzCnst7Wzw2IiJrwEYSI7R364hzOexJYm1KSkqQfS0HkRHhBusFQUBySioiw2ufG0QQBGi1WoN/giAAtaw3RXl5OZJTUhEaGmyw/qNPv8CPy5ajR2xXvLFwAV587im4ubkCAKZNmYR5d80y+bUTkXkNCh6HA1e3AlUuQmDGIVLic+JxMvsk5nadW285dwd3LBqxCK/sbLlGZCIiqt3w0NuxM+1fjA+fjTx5FnLlWXWWLVeyJwkREd3UxacL4gqO4lT2ASPK9kFc7hH08BuMnZfYSEJEBE7cbhwvBz9ksQui1UlMTgGAGhOlZ2Rkorxcjog6JlA/G3cOL/zv1Rrr4+LPY/t/uw3W/fbzt/Dz9TEqns+/+g4KhRJzZs7Qr9u5ay+2/7cbzz79GMaPHa1fLwjAh598jthuXdCvb2+jjk9ElsNGbAN/5xBklqYh1ncAjmbuRJ+AEWaZvF2tVeO5rc/hlym/GDUp+4DgAfj51M84lnEMvQP5+UNE1FrsbRwQKGuPPHk2fBwDsTrhBzzao+Z3UgCo4LwkRERURZ/AfujncxvePfQkfp98BHY29nWWDXOLQUrheQTLwpBccLHOckRErc2cI8qykcQIIpEIOkEEnaCDWMTON9YiKekiJBIJwjq0N1x/MRUAEFFHT5KI8DB88ekSg3VLv/ganh4euHvOTIP1nh7uRsWy7Nc/8N+uvXjisYcMGm02bN6KkOAggwYSAAgJDgIAlJaVGXV8IrI8lb1JtuD2yHux7OyHAAC1FlBpBEhtGm6saC6LDyzGvbH3wl/mb/Q+7972Lu5eczc2zdkEiVjSovEREdFNUyLvxdrkZZgSdR9+j1+KR7ovrLWBW26GRnciotqotfw8shQPdFyApw/dgaXHX8b8fh/XWe7G93udoIOzrTsKKgrg4eDRipESEdWk1gpQmjZoT7PiHX8j+Tm1w+Wiy+YOg0yQlHwRoSHBsLOzq7HewcEeQYEBte7n6OiAqMhwg38ODg6QuchqrLe1tW0wjt9+X4nfV/yN++65C1MmjdevLy0tQ/y5C+jTu2eNffLy8gEAXp6ejXjlRGQJ+gbchsOZOyCV2EGjU0OjqxxAvjWH3ErKT8KZa2cwu/Nsk/bzdvLGlKgp+P7k9y0WGxGZF+f9tkwdPXsgKf8shofeDq2gxcnsfbWWU6gBrY6/RCIyv5IKc0dAN9iKpVg09Cf8d3kNEvPP1Fs2zL0TUorOoavPQBxIb3iILiKilmbufMJGEiN1cIvBqayz5g6DTJCUnILwsA411p+Ni0d4hw4Qi1v+7f/b7yvx6+8rMO+uWZgzc7rBtty8PAiCUGtvlAOHjsDVxQVdu8S0eIxE1DKcpS5Qa1VQahTo5N0T5/OOA0CrDbklCALmb5+PJaOWGDXMVnUP93wYaxLWILc8t0XiIyLzKle3Xo82Mp5IJMLg4PE4lX0AIS4R+CvhmzrLlnPILSKyAEUKNthakkiPrpgYNgev7r0POkFXZ7ku3n0Rl3MU3X0GY+elPa0aIxFRbYrNnE/YSGKkcPfOOJ0db+4wyEgFBYXIy8+HRGL4Fj8TF4/ki6l1zkdSl48WL8L85542aZ/lf/yFX39fgbtmzcDcu2bW2O7s5AQASL9y1WD9ufMJ2LVnH6ZMngCJhMPcEFmzXv5DcSJ7L/r6j8CRzJ1AK/YkWX1hNXoF9EI7t3aN2l8ilmD+gPn46thXzR4bEZmXSiOgQm3uKKgu48PnYFPK77gj6gGkFJxDqaq41nJyFW9MEpF5lSsFaMw4NArV7tEer0OpqcDfF76ts0wXn744m3MYHdw7IS7nXKvGR0RUnUYroFxp3u+2bWZOkt/jfsUvx1cg1DMSIS7hGBIyEYEy428chbt3xr/JX7ZojNR8EpMrJx/bu/8gQkOCERDgj5SUS1i3cTMAoKioGJcup6F9u9Aa+5bL5UhLv2LUecLDOkBay5Bbf/+zFr8s/xO9e3ZHnz49cT4h0WB7p+go+Ph4o0vnTti2Yxf8/HwRHRmBhKRk/LlyNXr2iMWcWdNrHJeIrMug4HFYlfA9nu39Pn6J+whopZ4kZaoyfHXsK2y6a1OTjjOi/Qi8u/9daHVazk1CdAspquDNdUvmbu8FG7EUEe5dIBKJsTV1JaZHP1yjXGsO30hEVBvmE8tkK5HiyV5v47PjCzGq/XR4OHjXKOPt6I+8imyIRWJIxY4oU5XBWepslniJiIoVAsydUdpMI8ldXeahnTAMSkcl0ksuYumxl+Dh4IMHu70EL0e/Bvd3lrqgRFHaKrFS0yUlV07a/tz/PYHvf/wFBYVF6BgdibdeewnvLfkUp8/G4fZJ42rd9+LFVLzwv1eNOs9vP38LP1+fGusPHzkGADh24hSOnThVY/v2TWsAAK++/CK+/vYn/L36XygVSgQGBmDe3bNwx+0TW2U4MCJqWe1do3Gp6AJsJVKIRRIoNBWwt3FAhVqAg23LDXWzaO8izB84H/Y29k06jkgkwpiwMdiashXjI8YbsQcRWYMiubkjoIbcEXU/NqT8hi7efbHx4u91NJKY+1KSiNq64goBHLzRMo1sNw3L4z/DB4efwfvDf6+1jLu9FwoqctHVpz8OXTmEUWGjWj1OIiJYwHwkaEuNJAAgEdsg2CUIIa4RGBQ8DnE5R/Dm/ocxNfJ+jGg3pcH9xSIplBol7GzsGix7K+gSIIatraRRY9mbW2LSRbRvF4ohgwZgyKABBtt++aH+oWO6de2sb8RorI8WLzKqnLubG15e8FyTzkVth1orQM3u7FZFJBIh2CUcacXJiPUdgNPXDqBf4EhUqACHmp3QmkWJsgTnc8/j/ZHvN8vx7o29F09uepKNJES3CIVagEIj4Ej2PnSOnGPucKgOvf2H48cz7+Ph2Ffx0dEXkFwQhwiPLgZltLrK36d9Cza6ExHVpVxZeW0iZWdjiyQSiTC/38d4be/9OJG1Fz39h9Qo082nP87kHEJX78HYdXk9G0mIyCy0OgGlZh5qC219TpIuPn3x8cjVWHnhKxQp8hssH+IahXM5F1olNmqa5IspiIoMN3cYRM2qoNz83Q/JdIOCxuLA1S3oGzACR7N2AQDkLTjk1raUbZgYObHZjufj5AMbsQ0ySjKa7ZhEZD5FFQIyy9Kw/vI/5g6F6lE5gfsEFCnyIIIIGy4ur7VcOXuTEJGZcKgtyxfj3QsRHl3x6bGXoNXVfNruxkNcUZ6xOJl1xiwxEhEVVwCCBaSUNt1IAgC2Yls82WsRPjm6oMGy4e6dcTIrrlXiosbLyclFUVExoqMizB0KUbO6VqqCXM0xUqxN74DhOJq5C1GesUjMr7z4aMkhUjYmb8SEiAnNesz7u9+Pn0//3KzHJCLzKK4QsCbxJ0wPm23uUKgBkyPmYf3FXzEwaCyOZu6q9QYX5yUhInMpZiOJVXiq1yJoBS3WJP1UY1uYewxSCs/DRmwDnQCotWqzxEhEbVuJojKfyNVliM+PN1scbb6RBAC6ePeBs9QFhzK211suwr0zzmSzkcTS+fh4Y/umNRg7eqS5QyFqNmVKAf9d3oBVKavMHQqZyMHGEbYSKYoU+XC2dUGJsggKNaDTNf+FpU7QIas0C4Eugc163BHtR2D35d3QCbpmPS4RtS65SkCpUo243KPo7tXb3OFQA1zs3OFu741+gbdBK2hxJPO/GmU4LwkRmcONobbI8gXK2iHMrSPWJ/+CEmWRwTaxSAxbiRRKjQKR7t1w5hp7kxBR69LqBJRebyTZkvoXLhYnmy0WNpJc90TPt/DTmcWo0NT9lHY71ygk5Se2alxERLg+1Nb2S6sxPpTzQlijCWF3YVPKH+jpPwQnsvdCEACFpvnPczzzOHoHNP+NT7FIjNva34aNSRub/dhE1HqKKwTsTd+AoSETrXLOubZoevTD2Hn5XwQ4h2B14g81tivUlReXREStiUNtWZf7us2HTOqO7069XWNbJ88eOJ93HDFe/XEg/YBZ4iOitqtEAdz4Krvj0moM9BtktljYSHKdo60z7u36ApYee6nOMrYSKZTaFrirRURUD61OQEZxMZTaCng5eJk7HGqEgcFjse/KJvTxH46jmTuBFnr6d0PSBkyIbN6htm54ss+TWHpkKdKK0lrk+ETU8ooqBKxP/g0Tw+4ydyhkpBjvXkgpOo8ZHR/FxcJ4lKtKa5ThkFtE1No41JZ16eDWEU62MlwtTcWlogSDbZXzkhxEZ+9+2J9+2GwxElHbdCOfJOafgUgkxsa0DWaLxaa1TiSXV2Dn7n04E3cOefkFEIkAfz9fDOjXBwP69baIp9lujPe77dIqjG4/vdYyDjYuKJAXwsPRvdXjI6K2qVAu4L/LazE89HZzh2IRrCGfVGcrtkW0ZyzKVMVIL6nsPtoSN7WOZR7D60Nfb/4DA5DZyfDD5B/wwLoHsGbmGsjsZC1yHiJqGeVKARcLLsLN3hMyOzegnt7TbYW15JOJ4XORXnwREpENtqb+hTuiHzDYXq4SILO3jFiJ6NZXxqG2amXpOWVul2ex8vw3+PLE6/jwtpX69Z29+2DFha9wn918FFQU1XsMIqLmVHWorVUJ36NUVYhZEeabN7FVepIUFZfg3SWfYuuOXQgNCcKd027HxHGjUVGhwB8rV2PNOssZvuPJXouwLukXpBUn1bo93D0GJ7PMN4kMEbU9+eUCdqb9y0YSK8sn1U2JvA9rk3+Bl4M/csozm70nSWZpJnydfCERS5r1uFW1c2uHN4a9gfvW3lfrBMJEZLkKKwSsTvge06IfMncoFsGa8smYDndiZ9oaTI64B38nfFtjO3uSEFFrqj7UliCwV4k15JTO3r1RqiqAu703jmft0a93sHWCQiOHIAjwcQzGleIrZo2TiNqOG0NtVWjkOJNzAGM7zIK9jb3Z4mmVRpJ1G7agsLAI06ZMxN2zZ6B/314YMWwwXnjmCchkzti5ez9KSmt2HTcHW7EtXh30Dd49+BQUmooa2yM8OuNU1lmzxEZEbY9cJSCzJBdSsR1kUldzh2N2lpBPlBolCpX5Ju/X3i0amWVp6OE3GIczd0Cpad5x5Dclb8KEiJYZaquqQSGDMDFyIt7Z906Ln4uImocgCMguKUdSwVl05oTtgIXkE2PZiG0wpsOdcLaVoaDiGjJLDYc95OTtRNRaBEFAsdzwM+f9Q8/jalmG2WKyBNaSU+bEPAV7Gwf8dGaxQeNWqGsULhcnorN3fxy8ctCsMRJR23FjqK2tqX9BrVVjWtSDZo2nVRpJ3N1dEdutMwb0M7woc3R0QFj7dhAEAZlZ11ojFKP4OgXini7P4ZuTb9bYFu7eBXE57ElCRK0jv1zAjsurMbL9NHOHYhEsIZ8UVBRgadzreHbHNPybtAylqmKj9x3Z7g4oNHIcztgBNPPTv9tStmF02OjmO2A97ul2D05ln+L8JERWolQJ/HX+B0yJvM/sw31YCkvIJ6aYFD4P2y79jSjP7vjz/BcG27Q6oELNhhIiannlKkCju7mcX3ENWWVXEOQcaM6wzM5ackpv/+FIKjiLHn5DsO3SKv36G/OSdPHuj71pnLydiFpe1aG2fo//DHdEPQg7M/YiQWs1kkwaPwYP3TcXUqm0xjZ5RWVvDUcHh9YIxWgDgsYgIf801Dq1wfoA51CkF/OmEBG1PJ1OQJFcwN70jRgcPN7c4VgES8gn/jJ/vNHrCywaugy2YikW7JwNnaAzYk9gdPsZOHB1C4qV+dAJumZ7+lepUaJCUwFX+9bpbSQSifDOiHfw8s6XW+V8RNQ010oV2JO+HiPbscH9BkvIJ6aws7HHoOBx6O0/3ODG1g3sTUJEraGwWi+SP859jrmdnzJbPJbCWnKKSCTCuLBZcLP3wqqEb6HWVj6xFeszAKeuHUCISzgS85PNHSYRtQE3htpKyj+LYmUeZnZ6zNwhtU4jSV0yMrNwMeUSfLy9EBwUYM5QajUweCwOXNlisE4kEkEQxFBr1XXuR0TUHAorBGSUpsPdwRv2Nub/Um3JzJFPnGxlmBA+B/0CR2Jb6t/G7SOVQSZ1Q7AsDEn5Z5qtJ8nRjKPoH9S/eQ5mpE7eneDl4IW9aXtb9bxEZBqdTsBvZ5ZhYsTcFp2z6FbR2vnElLH8p0c/jIMZWyACkFRgOPyvXNkCwRERVSEIAkqqzEdSpipBQv4p9PIfbNa4LFlr5pQypQC5EbepxnWYjf8urzaY58rHKQC58kwAgK3YAeWq8haNlYjoxlBbnxxbgInhd0MqsUNyQRxWJP1ptphszHXiwsIifPfjrxCJRJgzc5rRXf91OuOe1q0us0gLpabyQlEsNu4Y4zvMwuLDz2JoiOEY7x3cOuJkRjx6B3VrVCyWRBCEBi/OOBGb6VhnpqutzgRBaPTf/K0gr1SHDcm/YXyHWRAEHXTX569oy3VSm9bOJ5fzNNicJMW0vpX5ZGbHx/DktkkYHjoZUoldg/sPDBqNpII4HMzYhk7e3dAcv85dl3ZhRPsRrf7eeG3Ia5j1zyxsmr2p3puvN+Lie9c4rC/Tsc7qllOqwtbUv/HFmA0Qrvd602i1WH7ha3wYvsjc4VmU1s4nqXk6PPi7End3kcDdq+FrFAcbR3Tz6Q9XqTu+PP4aPh31j35bmVLULPnE0vFv3XSsM9OwvupWqhCg1t6sl1UJ32Ja1EOQq8vhJmrb1221ac2ccqVQh3m/KOAgdsLbt+tgW8+dPqlEihivnvB1CsL65N8wJeJeONg6IdQ1EpeLE9DRozeOZhzF0NChJsdhTfi3bjrWmelYZ7XT6gSUVOhQrirHubwT+OS21RAEHb499Q7e6Pms2erLLI0kaelX8e0Py1BeLse9c2chIryD0ftey0g3+XwX8yV4Yr0MQS5OeGbANUhM6D9TUVGG1KsX4Cp1168LkYZj27ntCBG517uvNVApVVCr636Uub5tluzjpV/hv111P908Z+Y03DV7Rouc29g6Oxt3Di+9+jbefO1/6NUjtkViqWrClFkGyw4ODvDz9UaP2G6YPGkcvDw9WjyGutRVZyqlolF/87eCCjWQXiDCwfRtuN3/HuTnZAMAPDwE5GZdNXd4FqO180lctg2e2SRDYYUjJOJCDG1f+d4d7TcdPx1djBlhDzd4jCi7btia9zdUOgUm+82Fi1oLaRMf7t6fuhf3tJtllr+X23yH4pXNC/B4l0dg10AjEd+7pmF9mY51VtNXZ1ZjgNdolOTl69ftzFiLImUR66uK1s4nyfkSPLzGBcVKMT4udsKb9jnwcGj4IZuxPnfijfRHkFpyDjnXMiAR3UwgziotbMw6TkDr4XvXdKwz07C+asosEaNIUXmjX6VVYM+lDXi/z3K8sHUOPhryKkRZnPPqhtbMKVodMOtPN1wukgCwxde7SnBXN0W9+4z0ugPfnHkb4wJm4udjH2Bm+GPo7NQTOxL+QbhrDDbHbUK0TXuT4rBW/Fs3HevMdKwzQ8UKEXJLxPgi/nXEevRDWUERjhQch4vIFYHOQWarr1ZvJDl+4jSWr1gFqdQWTzz6ACIjwkza3zcwxKTyKo2AZ3+vQG65gNxyCf4474H/G25rdCv+7Z3uxdGSXZjV6XH9un6OI/H7+cUmx2KJrl69ClvbmuNm4vqN67q2WTqxWAJXVxd8+8UntW53cLBvkddWX53t3L0X/67biM8+XgwA6NqlM1b89iNkMmfY2to2eyy1uX3iOMyeOR0AUC6XIyn5IlavWYdtO3bhtVfmo1vXzq0SR1X11ZnUzh6+gUGtHpMlyCjSISVnOwaEjIa3b2XX7H8Tf8HJggI8O/w5iMWm3wUpvXixBSI1n9bOJwCwMU2NworKhpGfTjqifYArugdLMM37ITy5bRJmuz4JV7v6Gxw94QfNeQ3sbB3g6C6Ds5cM7o6Nv6hUapSwd3BEcEh4o4/RFM/7L8APp37Ag3ufQO+A3ni056MIdg02KKPT6ZCbdRXe/kGNeu+2Nawv07HOaqdUa7AtcyM+H71O39NNqVFg7eFlCHUMalJ93Uo5xRz5xNVHQMRBBY6n61CoEGPpYTd8eIcU9rb15wNP+GFw3jjkJmXiUPEO3B55j36bzFMMF/tb+yYl/9ZNxzozDeurdoIgIFekg6dL5fI/iT9iSsf7cFZxBBE+XeDv6NfoOruV8gnMlFM+mKbFnJ8V0OiAzUn2iAp0xphOdd/u84QfnC7L0LvDcCw68DjucX8Bw92n4NW99+Puns9g0cHlt8T9rvrwb910rDPTsc5qJ8/XwcNOh91Z6/H31JPwcPDFqjM/4LUB3wLQmO0apVUbSXbs3IM16zYhwN8Pjzx4T6OeXDe1kuylwKfT7THn5wqotcDWCzp4y3S4u49xN6WHhEzEM9unYnbMk/p1/s6huFJy5ZZ4g4tEolobjKoOfWRsg5JFEVW+VzxbsXdEQ3V2ISEJwM36lkqlrRofANg72OvP6enpgZDgIAwdPBCvv/0+3nrnA/z8/ZdwdXWpsZ9Go4GNTfN/XDRUZyKR6Jb4OzOVTiegWCHC2uRf8FyfJRCJxDiRtReHMrfim8GLIRaL22S9VGWOfAIADw6yw6V8HX46pIFWB7yzRY2Pp0sQ6iHBg7Ev4fvT7+LFfh83eJyuPn1RpCjAyWv7EeIxvkm/zxPZJ9A3sK/Z3hNisRiP9X4Mj/Z6FAeuHMC96+7F5rs2w97Gvtaybf29awrWl+lYZ4b+TdyG/oGjYFdlXqs/zn8OtU6N52NfYX2ZMZ842gE/z3PAmM/lyCwWkJInYMkODRaOk0LcwHfvOTFPYVPKH1h+bimmRN2nX1+hFsHNsW38PvneNR3rzDSsL0PFFQIEACIRoNFpsDX1Lywe/icW7JqNEmU+zoQMxJig0DZfZ+bKKYMjxHhjghYL11dOSvLFHg0C3CToGlh3d/WZnR7H3wnfYk7Mk/jz3Bd4qPsrUOtUsBHbokKjrPNe0a2Gf+umY52ZjnV2k1YnoFwlwj9JPyJQ1g7eTgE4eHUroj1j4eXkC2gyzFZfrXbGvfsPYc26TegYFYHn/+/xVh3aZ1C4DZZMvfmk+vKjamw+pzFqX6nEDiGuEbhYEK9fJxKJIBHZoUJd0SLxUut5fsFCPPXsAoN1x46fxKjxU3HmbOXv/KdflmPKjLuQln4Fz774MiZOnYnZcx/Eb3+sNNgvLy8fiz9cijvunIvbp83Biy+9hsSki/rzrF2/CQmJSRg1fiq2bt+JM2fjMWr8VBw7flJ/jPMXEvDiS69h8rTZmDBlJh5/+nns2XdAv/1qRiZGjZ+KPXsP4MtvfsC0WfNw+/S78Mrri5CXX9CoOrC1tcUzTz6KcrkcGzZtBQB9bPv2H8JDj/0f7rzr5gX4mrUb8NBjT2PS1Fm4Y+Zc/G/hm0i9dBkAcOLkaYwaPxVp6Vf05W+s+/q7nwzOO+/+R2uso0qFFQJyy3OgFbTwcQrAlZIUfHd6EV4f9B3EIiZWc+YTAHhjghQ9AyovQMpVwKvrlSgoF9DDbzCKlQVIyD/d4DEGBo2FSqvAoYztkKuaNofR7su7MazdsCYdozmIRCIMChmER3s+is+OfGbucIgIwG9nf8XtkffqlwsVedh48XdMjbwfXg4+Zo3NEpg7n3g5i7F0uhQONpV54GCqFj8fanjWXQdbJ0yKmIdceRZSiy7o18utc5RcIrICRfKb31e3pKzAyPbT8N3pRfB3DoVKp0FXr9YfkcDSmDunzOltizERSgCARge8vUmJzOK6x/Xv4t0XSQVn0cf/Npy6dgAlykJ08+mPMzmHECSLQHJBcitGT0RtRVGFAEEAfjrzAZ7tsxg6QYdf4z7BvC7PQ6EWkFNmvnterXLm1EuX8fc/6xDWoR0eeehe2Ns3PLFtc5vYxQZ3dbvZqPH5bhWOXNIate+k8LlYd/FXg3VRHt1wNKPhG2Fk/WwkNtBqtPj8q+9w1+w78cM3n2PokIH4dfkKnImrbEhRqdWY/8obuJaTi3feWogvli6Bm6srFrzyOnJy8/D6wgXo1DEKEeEdsHL5Txg2ZGCN86SlX8GLL70Oe3t7LHnvLXy5dAliOnXEovc+xJGjxytjud6bY/mfK+Hl6YnPP1mMV19+EWfPxuPnX35v9Gv08fFGWId2OH02zmD9n3+twn3z5uDrzz4CAOzYuRtfffsjJowbg++/+Qwfvb8IIpEIC19fBKVSiS6dO8HOToqzcef0xzh9Jg4+3t4G63Lz8pCVfQ29e3ZvdMy3soJyAeuSf8Wk8LkoURbh7f2P4s3BPyIpNx+rElLMHZ5ZWUI+kYhF+L/+5Qj3rnyyKqdUwJublFCoBTzT+318duxlaHX155dOXj2RVZaOS0UJUKgNe1WZ6ljmMfQO7N3o/ZvbnTF3YtflXcgpzzF3KERtWmpBBgRBAo8qjSGfHXsZDrZOGOj/EBZsldV78+RWZwn5BADCvMV4qn85xNcf1v37pAbbLjT8MNfsTk9CgIDlcUv16+QqoUn5hIioNjqdgBJF5WeLVqfF+ou/Ity9M/IrrmFn2jrI5KvwxWHnNv35Yyk5ZU7XCvQMqbzNV6oE3tioRHkdD2SJRCKMbDcN/6Wtwd2dn8Fv8Z+gX+BIHM7YgU6efXEg/WArR09EbUFxBXA44z+IAPTyH4rtl1ahf9AoOEhc8N5WNR761wUJ2ea5RmmVRpK//1kPnU6HLjEdERd/HidPn63xLyv7WovGkHb5Mj6/LwS6+B8BADoBeGtjGTbuOQ21qv7Hrjp59URi/hlodDcvWGK8e+HQlWMtGvMNSo2AvDIdLufrcCFbi3OZWsRnVv6fmqdDdokOpYq2+4WkNSiUSkyfOhm9esTCz9cHc2ZOAwAkJlY+XXHw4BFcvZqBZ59+DB2joxAcFIhnnnoUvXv1QFZ2NlxkMtjY2EAisYGHhzvs7Gp+aVqzdgNsJBK8PP9ZREVGoF1oCJ549EEEBwVi9b/rDcoGBwVh5oypCPD3R68esYjt1gWJSU170sPH2xv5BYa9Ubp17YIB/fvC17fyBsvA/n3xy49fYcrkCfDz9UH79qGYOnkCcvPycTktHVKpFJ1jOhk2kpyNx6SJY5F66TLKysor152Jh52dFF27xDQpZmul0+lQVlYGna7mB79cJaBcKWDv5Y0oPVWC2V/3Rs7WDNyxuC8eXfMMluxzMLon3K3IEvIJALzwyDTEf9wbKM8CACRe02HB75chUUgxot1U/J3wbb37i0VieDj4wMXOHVllGaho+MHhWqm0KgiCAKnEcuaPEolEeGPoG3h91+vmDoVagFwtR548z9xhUBV15ZTvTvyM2yPvgUqpxPFDe/Di0pnYfHoFiv4S8NC3l3E6yxZTv1Xgcn7bbCixlHzy43dfYOHMSOiOLNKv+/S/Cuw4frneG452Nva4LXQq9l7ZCLWuMonoBDQ6nxAR1ZVPihWVny+CIOCPw5/BKcsFL/4xE7vPboBwbRauFQdh2UkHLNnRdj+ALCGn5ObmYuKgCBx5tztEpZUjPaQXCHjlr2xUVNQ+kfu4sFnYnPIn+geOwrnc4whxicCF/JPo6tMP+9IPtWi8RHTrqiufaLQCypQCPj++EJPb34tNG/7Eh5tewO5FG3D7/JU4mqZDbrkE9/yqgErT+ve5W2VOkvQrlbPS/7t+c51lxo8ZiQnjRrVYDIWFBVAplcjZ+BxcJW5w6DgNWtji08NuWPy/vpg0ZjhmzH0E7cKiauwrEokwIGg0DmVsw+Dg8QCAGK/e+PLkXy0WLwBUqAVkF998aqM2pQoBpQoAEGBnA3g5i+DuKIJE3PSxI5/c8hSyy7ObfJymCJQF4uuJXzdq36KiYky6Y3at215Z8Bz69TXtyetOHW++N2QyGQCgtLQMAJCQlAw7OzsEBwXqyzg5OeGVBc8bffzEpIsID+8ABwcHg/Udo6Nw6MhRw3UdDd+nMpkzkpKb1sNApVZDWm0C9eqTzElsbLBt+y7sP3gY+QUF0Gi0+g+9kpJSAEDPHrFY9c9aAIBcXoHkiyl4ef6z2Lx1B+LOnUf/vr1xNi4eXTvHQCqVQq1uG2ND6HQ6bN26FYsWLUJaWhoEQYBIJEJoaCgWLlyIMWPGQCwW41JWIaY+0B+XtUk4qdkH+AGAPdzt/4IdhgFa4NNdaoyNsW2Wv3NrYwn5BAAKC/JRlJkKm5V3wOOubRDbyZBY5ovJT3+EbjZHUTA6B8OCJ8FPFlznMQYGjcGxrF04nrUbPQLvhqPU9N/nsYxj6BPYp4mvpvn1DeqLr45/hficeHT24fALt4qrJVdx39r74Ovki/yKfER6RKKDewfkV+QjX56Pbn7d8HDPh80dZpvQUE4ZNXoU9lzeiayThXj2l2lQ+MuBgQBKpagI+wK21z+bnO0AV4e2l0tgQfnkQmE85OVlkO/6ADKJD5x6PgwdJPhgpwSfvzEGd06diEnT58HF1a3Gvv/X+11sSV2BfekbMaLdFOD6wxaNySdE1DYZc41SJAeO7P8Prz53P3JGZgCpAPwBcXgIPGzeBwB4Oeowu1erTnlrUSwhpxQWFECtUiIvIxmSP6bAc94uiB3ckVDkiglPfIFRAemYMfcRhEfdfFDR0dYZgbL2uFgYjzuiHsTa5GWQSd3gYOOEtKL0FouViG49RuWTCuBC1hkkXTmNc88eA/oCKAAqPB+Ac/vJAAAbkQ6fTHeE1Kb1v8+2Shb78tPFrXGaegmCgPbh0SgvK0XxjmcgcfaDNHggJE4+kI79GX8sH4Xff/wMfQffhjeWfA//wBCD/ceHzcFHR17UN5J4OHgjt4WepNRoBWQWCyiUm9ZqptQAGUUCsksE+LuK4OnUtI5CX4z9HLa2UqudrMtFJsPSj9+vdZuHh7vJx7O3vzkJ8Y06qZy+Digvl8POrmlPcsvlcvj6etdYL3N2glxuOP+NffWeKCKRPpbGyszMQnBwkME6Zycng+Wfli3HmrUbMGfWdAzs3w8ODvZISEzC+0s+1Zfp1SMW3/2wDFczMpGRkQkPdzf4+/uha+fKHib9+/bGmbPxmDJ5QpPitSZyuRzjx4/HqVOnUFJSYrAtIyMDs2fPRmxsLNZv2AitxAX5EdeAvQBiAEht4CH9D1LXLgAAXwc5frvHs002kMBC8gkA+PkHVg49UJKBonX3wX3aSojEEjj1ex4nNj2Gio82Y8q5GLwz8BfcNn5qrcfoHzgKW1P/wrGs3ZirurtRcey+vBtDQ4c28dW0jLeHv41ntz6L1XeuNnco1AxOZ5/G89uex3cTv0OYRxgEQUByQTLSi9Ph6eAJT0dPfHH0C3x6+FM80+8Zc4d7SzMmpwTfFo7BcyfB2c8FCi955QWIWgJXt59h690JAOAkFOL3+wLg7sh8Yk5XHC/BdaIHJIdtULz7Zdh4hMGu/W0QO3qirNd7+PDdkfj8/VcwZdb9WPDWpwbfy93sPeHjGIhlcR/qG0nKlYCXsxlfEBFZDWPySbfYHljy43q0C4tGnnsWkAkgHECwAzzV/wEAROoyfDFJg2B3mZleiflZQk7R6rRoHx4NeXkZiguzULR2HtzvXAOR2AbSHo9j7YaHsfKXbujZbwjeWPI9gttVPhA5I/ph/JXwLRb0+xSPbRmL0e1n4GjWLthJnFGqLIXMru3+XonIOMbe8/ryt434Lv5tuOZ7Is8uGwgBHOQPw3nAi5WFBR3mdYjDgA4DzPI62swMwN179MT3K7Zh69FLOHQhF5/OC4aruBgAYOMZCfepywGxLdIvXYS7R80b1d6O/lDrlChW3hyOyEEiQ4mypEbZppCrBCTn6kxuIKlKqwOuFgq4mKuDQt12h+ESS8QIDPCv9Z/D9QaP2hqAlA0Mv1YbJydHlJWV1zp8kinHuNEzpaqS0lI4OTk2+rjGSL10GRmZWejXp1e95fbsPYAhgwfgnrtnIzysPQID/PXzpNzQvl0oPD09cDbuHE6diUPXLpVPkXftEoMzZ+NvzkfSq0eLviZLodPpMH78eBw4cKBGsrihuLgYBw4cwLgps7EzbR26hvaHwxAnBIaFIyZiJ6Q+lQ0k3k4CPp6UDx9Zm/notlgff/07NhxIxL74PGz55xeM8knSb3MZsxS2dgOhuCDHXvWGOo/hZu8JjU6N7LIrkDfys/po5lGL7EkCACGuIfBz8sPpbM7fZc0q1BX48eSPeGXnK/hr+l8I86i8oBaJRIj0jMTIDiPR3b87QlxDsHjkYlwuuoyvjzWuByg1zNicct7uAg4vS0CvsUNgN9Ye/WzHwidyFhx8JwEA3B2Az6eJ4OfCfGJuK57cgkmz52LWT4/j4IUCvDPNCzJUXm/YenWE66QfoVAqoVQqav3eOifmaVwuSkSevLL3d2PzCRG1Lcbmk0Mnz+Hpp5+Gl68v3Md6wzXaE7bt3OGq/RIS+EIqAT6Z7YFIL+Pme6WW07FjJ3y/Yhu2HEnFoaQS/PXLVxgku/k93HXsZ7D174W01CR4eN2cryzcozOyytKg1FZgVPvpUGgrcDhjB6I9e+FoxtE6zkZEVMnoe16HjmDekw/hXN5xPNLjNcimuKOf1ytwHbVEX+6xIVI8OCqo1mO0hjZ5ZSQWi9E1JhpL7/aF2/WRjaQhg+E/fRmefeUD2Fcb7uiGMR1mYkvKSv1ytFcPHEo/3mxxFZQLSMnVQdVM0w2UKwUk5zStweVW5+zsBLlcbrDuYkqqyceJjoyATqfDhYSbN0pVKhWeX7AQe/YeuFmwnrGlo6MicfFiKioqKqoUFxB/7gKiIiNMjslYSqUSn335LXx9vDF86OB6y8rlcri5uhqs275jlz7WG3p074b48xdw5mw8unWtbCTp0jkGKamXcOjwMfj5+hgMTXYr27p1K06dOgWNpv4/bI1Gg/iUDHx14G1oPNV4aOJrcHSfi/yKWACAzOEaZH73ILl0XytFTsby8PTGC7N6YnKXygZDkUQK7xl/YXDAI7D3dsL2S3X3pOjuNxBSiR1SCi5DqzPts/rGfCR2NuaZGNIYz/Z/Fp8c/sTcYVAjpBWl4bmtz2HqyqkQiUT4585/4OnoWe8+IpEIn4z5BHE5cVh2elmrxdqWGJVTnABBbIPU+Ct498AzWPHUCVyNcYCgXFi5WQq8M1mKQJe2OReJpRGJRLg36nnoBC2WXViCAQP6Y+ndAXC+/tFuHz4WvuM/wlPz3651/4nhd0EskuCPc58DAFQamGUMZyKyLsZeo+hsXJCYmIQvti3CwB5jIAnygFg7FA666RCLgJfGStE1UNJqcZNxRCIR2oVFYeG9gzE+5vo1io09PGesxAMvfgwnZ8PeIePCZmNTyp+YFDEP+65sQmbpZXT26ou9aZyXhIjqZ3w+ccY5uz1wETzRpX9vdB86GRlOCwBUPgQ0s6cNJnc177CNbbKR5AY/FzHemGAH6fWcLrSfhFyfSQZl8nKy8f/snWV0FFcbgJ9ZjbtAEhI0uLu7Q5FSoFAKpbS4FSnFobhDsa9IW6BIkUJxd3d3QkLcPasz34+F0JQAAQJJYJ9zOG1m7ty5d3Z33ntfnTn+B1JSkqmdpwXHnjz3Ci7hUoEzgZlTvD0yUeRJjMgb6sheiyhBQLRISJx5I5wehQsVIjAomKvXbyCKIpevXOP0mTf/TKtVrYSnR24WLV3OjZu3CQwMYt7CpTx46EeRwiYDh62NDcGhody+c4/w8IgX+mjbqgVG0ci0mfN48PARj/weM3fBYsLCI2j/eetMma9GoyU6Oobo6BiCgkM4cvQEA4f8RGBgMKNGDMXKKn0D4TOKFPHlxMkz3L5zj8f+Acyetyi1qPvNW3eITzDVJalQtgxXr97gkd9jSpcy5TzN5e6Gi7Mzm//+hwrly2bKfHICkyZNeqk1PQ0KSxLyhxMSEkLzAl1Yd20P8dH9TOfUO7B06cngymNp4tP4vY/ZzNvRs6aS8t4msSoqbUmpMpPeZWex88EabkVeRJIkFs4Yw4M7N1Kvqe/TBr2o43zIEZLfMIjt6OOjVMvzdmGoRlEiWWf6p9FL6I3vR6FW0KkgOqOOgDhzTuOcxO2I23T/pzudSnZiz1d76F62e4aNcYIgsLDZQnbc28GlkEvvfayfGhmSKeVUCPdcSPAMIPJ6Cn+ciyI6wRU5nqjkMKGFmnwun/QWIFvSs+wYjKKBNTfm4+EgY3RTNc8yawolvuVihFOa9scO7ODv9SuxUtpQyLEEOx6sSXVYeVN5YsaMmU+PDMkTQYagsiYhOZ6Nt3/ldOBpYlNScND/BsCAuiqq5vt065DkBARBoHctJSU9nsp9S1dOy1qi/ZcxPS4mmiurTrP3wV+o5RZUyFULBwtnEOBC8MWsG7wZM2ZyBBnVeUlWtmjzRCKdc2Ha6ZH4B4xG/1RV3bCInG5VlO9/sK/hk98hFcklZ3jD57UkVp8zcPieyfplNBoZNfBr/lyxgM4tqhAaEICnbX4extwCoKhLeS6GvLvQiE6SCIp9vx5f4QkSfpEiYmZbYXI4rT9rRt3aNZgwaTpt2ndh245dfPdtV3j6+WcUlUrF9CkTyOPlxZgJk+k7cBjh4RHMmDI+1YjQplULFAoFP42ZwIlTZ17ow8vLk5lTfyY5OZnBQ0fSf/CPPPYP4OdxIylTumSmzHfb9l10+Ko7Hb7qzne9B/Lb6rWULlWCJQtnU7SI72uvH9C3Jx4euRj+01hGjpmIR+5c9Ov9HbVqVGPLth1s+2cXAOXKlSYiMhJnJ0c8cudOvb5kiWIEh4RS8RMxkoiiiL+/f4baCg5OiCUiEEMs+fX8ZsT4CYBEsnoYFQqeY3mL7RR0NBfAzs7IZQIjG6vxdjRptQJjYcY+kXE1VjDv3Ah+XzuL5b9M5auWVdm+aTUAeR0KozNqOR98hGTdm72fV19bTeeSnTPUVpIkYpNNcuBWiJEbwSL3w03/7oaJ3AoxHQ+IFolKEjFkotFkUOVBzD87P9P6M/N+uRt5l767+rK27VoqeLw6BePLkAky/tfifwzdNzTT05J+ymRYphSUQaQFUsFYjHE92O0/G2v9D8gEGNVUTQkPs8dvdqV3ufH4x91n54O1lPGS06fW883igsM6boWY1qYhQQGMHvQNE4Z9z6iBXWmWrxN6Uce5YFN0b9IbyhMzZsx8WmRUnggWDoCAVDwKjQCRKWE46f5BQE7XKkqaFDMbSHICSrnAqKZq3GxNe5R74RLzD5si0iVJYuwP3flr5WLu7r/CjvNraF+sNxEpIZwK3EuyXpsmY4QZM2bM/JsM708EOZTSgV4gTBZJeERrtDp3ACr6yBhYN3vUwxbu3r2bo954vr6vV+SmR5LWyJkbwTi75UIQXrQNbbykZ8UpPQBKOcxoo0Yec5OurWuSkpwEgIOjM4MXT+eR6jaDK5kKcw3c35Ij3+x66/nEpUj4R4uvysKUqdioBfI5C8ieuqY9efKEPHnyvNBOkiT0el2OLtz+oTE/szfndc/sZd/PnEJiYiKFCxcmODj41Q0FGXxhD45arFT1UNq2QmWsTYK6L9+V+45vy7cFQJJEHI1B5PH2RiZ7cxv3vXv3MtDq0+Ft5Ykoipy6FoSNc/ryJDhOZNBGDfEa09+tSytoWtKfTksrk7Q8HrSm432HTaRH/59YfGkcZ4IOsPWLU+R3zZjyMl4bT5e/u7Ct47ZXtjOKEmEJEjFJEoY3CCiUCeBoLeBiLWChfPf3WbM/mzGn8jR885d4q+/up4YoioQFBeDu+Xa/9bflQfQDvt/+PX+2/ZPctrkzcMWrOfXkFIvPL2Z1m9XvXS5m1TP7kGRIpngLCKVcwV6HKqURFNehMlbC2tiPoQ1UNChiUmhJkogsKZgSvnne+nmZZcpz3laeAITEGrj1MCR1j2IUjYw6+jUtC3WhulcTFh7VseO6yYHL0QoWtLdg7/pfmDVhSGofJatWJrl9AvYWzqxscRgrFRRy+ziNYZ/Cbz2zMT+zN+NTeF4Z3aPInQqClSXGdgFgr8VetxRLsS2flVTQu5YyVbar5BIOhsC3fmZmeZKWt5UpKTojp66/XOf1KFJk8CYN2qcZcb6rrqSCvR+dW1QhMSEe7EDRVMmvX+xjm/YP/OPuUcy1HOPrDqCQ8/tL/51VfAq/9czG/MzenI/9mWVUnghWzkg9EsHPDXWJAjiI2xAQKOQmY0ZrNZYqkzyRJBF7QxA+Pm//vN5Fpnx8n9Bb0q6sgsbFTJsJvREm7NRi71mCtTvPUsDXlC4oNiaKqd8O4OyDgxhFkyeXjcqR6JToV/b9MpJ1EgEf0EACkKiV8IuSzBElZsx8AKysrDLWMJct5ItHrWkBdgWRSY7Eqb5jRNVZqQYSMzkHD3sZY5qqkT+VsFuvGrgVlI/5nbeSu783PNVbLZo5luljB1EnTyv0Rh13Iu9n+B6bbm2iXdF2r2wTkyxxN0wkIuHNDCQ8TdUYlWi6/kn0u0eW9Czfk1V3/nynPsy8HyRJ4lzQObpv687w/cNZ3WZ1phhIAKrlqUZp99IsvbA0U/r71LGyskKne00epfIqpCQluCsQiimx00/C2tiP76orUw0kAEbRyPGnUQdmshdymZwJNVew4dYSroSdolcNJaU8TQIlJhkm7tTxRbcBTF+8DitrGwCunz5L6M0n3I+6jkE0kKLHvNY3Y8bMS7GyskIUX7M4lCkRlDaI1RLBPhkr/bdYim2pWVBOz5pKs1NgDiS/i4xhDZ5nUVlxSk+kogDrdp2nSImyEA8Gg56ePRvjHVMIjTGF3NY+HPU/laXjNmPGTPYlwzqvYkqQgbKoJ7bSfAQEctsL/NziuYEkO2A2kjxFEAT61ValbkJiU2DcTi3u3oX5/e9jlK9SCwBNcjL3dl1jyZbxABRxKsvZJ2+ec9somgwkWbF/SdRKPDIbSsyYee/IZLKMpW1rl4IishqidwB62XX0sguMr76R1iWKp2l2LfwsR4KOvr8Bm8k0SnrK6Vf7+SZk4VEdSqE6w1rNodjI5ymM1v++iD/Gz8IoGTkVeDhNfuBXseX2FtoWTd+AZjBKPIoUCYgW0Wc8a+BLiX5qbIlKevvaVs0LNedEyEnCEsPefUBmMo0kXRJt/2rLxpsbGVVzFFs6bMHTzjNT7zGk2hC23t2KxqDJ1H4/RQ4ePEhkZOTLG6gAWzlCuQRsVONw0C9BLnnTvpyCz8s+T9sUkhjAoANtidFGfZiBm3lj1AoLptZZw6+XJ3E/5jKjmqjJZWfaQN6PEJl7UEejFu1Y/tdBHJ1dAUi6mEByVAJ/nJ6FJEGy/v2OUWeQSNCYUjlGJppkRILGVOfKnJrFjJnsTUpKCjExMa9sI7NwQHK1QCoahFwsjq1xCqU8TUp2uSz7KLTMPOdC8HmCkh6/sk2Nggq+rGBymhAlmLpXi9whHys3HaZa7UZwEfSldCwcMJrYmEgiU8I4GWAu3m7GjJn0kclkr1/3yZRIleNQCGWxUH6GQsqHvSVMbqnGwSp7yROzkeRfKOUCY5qq8bQ3fUiPoySm79NiZWPH4tW7aNDMpJASr4isODqNI/u2U8SlLOeC39xIEhQrpYY5ZgVJWomAGPMGxoyZ981PP/306gaVlaC2RfT0QylWwVH3Gz9WH0ez4s8LtMZpo5l8si//3P+D0s6l3v+gzWQKTYsraFPatAkxijB5j5ZiTp9RpVx9uswYjFxuCinZt30jugdajvj/k6Fiu34xfrhZu2Gtsn7hnNYg8TDSpKjKTAwiBMaYapoY38LALhNkjK80mt67eiNKb29sMZN5GEQDXbd2ZWDlgcxsNJMCTgUAk/e5ziCRojcpO981ikgmyOhQvAMbbmzIpJF/ulSvXp2iRYu+vEEJOYLkjszKBSupCwBlnKP4pupzA8l+v81MOP49QyvP4rN8r45GM5O1WKtsmVb3T+ad/4lIzW3GNVNj8fSjPHLfyKbLBoqVKs/vfx/D0zsf3AZjgpElJycQFhL4xnWuMkKyTiIoVuRumJHboSKPIkX8o0WCYiUCY0wG+rthIjdDRPyjRKKTpLeSGWZyPsk6iagkkdB4U0Sqf5Tpv4GxpmNxKVKGHUPMZD7W1tZ06tTplW0EO0/ENvdBUuOi20suSw3jmqlRKbKXQsvMc+zV9qy6N5eJJ3oRnPDyGgFdKiupnNe0D0nUwoRdWlBaM3/lVpqV6wReIAkSoXuesP/WJh7HZqzGphkz7xuD0bRHebZP0ZnlSLZg9OjRr25QwBLsVchsbLAy9EYpMzKxhRoPh+xnksh+I8pibC0EJrRQY6M2/X32scgfZ/SoLSyYvngdbb78FuJAspIYNqADiffiuBJ6+Y3uEZ0kEZOc9T9m8+LUjJn3T//+/SlVqlT6+RStgLpyVBaVkEs+2Bkm0q2yC3ULp3A6aD/rby1m+ulBDD/0Jc0LdmZ09cU4WjhmxTTMvCU9qisp72367OM1MH6nlk5FhnPP4Sqzl/2FUmWKNvHfeo+rfqdJ1Lw+9GPV1VV8XfrrF44naSUehIto3qP3cLxG4n64+FbKt6JORWiYvyFzTs95L2Mzk3EkSaLPzj60L96eSh61CU8Q8YsUuRFs5HqwyO1QkXthz5Wd14KM3A0zEhhrUnq+qeHkyxJfsvbGWrN3+TtiZWXF8ePHyZcvX6qR9d8IZa0hr4i1cSgCMizjrzOpvQeCIJCsT2TC8Z7cirzAL43+wcf+48st/jFip3Zkap3VTD89EKPsFsMbPo9QXHlKzwV/Iz75CvHH38cp4F0cosBgpee7zg3wDwzPtHEkaiUeRojcDxeJTJReK2eMIsSmSDyJEbkVIhIcJ5oVGZ8AcSkS/lEiN4ON3A8XCYyRCIuXiE6WiE0x/Tcq0XTscZTInVCRWyEm2ZKoNUcgfWiWL19OgQIF0pUnKK2Rd/RAksXgoj2OQpfC7A4OWKvNBpLsTCFnX34qO58ORXsz9/yPTDrZh4D4By+0kwkCwxup8HY0fZ7+0RKzD+hQKJVMmvs7FR3rQjHgCgRHPyY6IppYTWwWzMjMp4wkmSJWg+NE7oUbuRFs5GaIaY/ybJ9yO1TkepCRe+FGnkSLxCSbnTOygl69elGmTJmX1hCRtbBFpnDAXr8AQYLRTS0o7J49a+eZjSTp4OUoY2QTNc+iSP+6ZODgXQNyuZwx05bQrE0nuAP6fDp2rV9HbEpc6rWiKJKYmPjSHJ9ag8kDK7ugM4L+Hb1EzZgx85yEhIQ0mzyZTMbp06epWbMmdnZ2adoKnZxRKipjlPlhp5/BZyXAw20vgw+05WHMLbxs89GpeH8WN95FGfdqWTAbM++KXCbwU2M1ng7PIxQXH7Ogjncr4nximb5wrWlzGgjJmgQO3XxeIyA9eSJJEscDjlPLp1aa+yRpTR68b1p75G3QGuBhhEjsWxj7e5XvxcWQi5wLOvdexmYmY0w4OhEf+2KUdvmc++EiIXES8RoJ40u+P5IEGr2pTs2TGJFboSajSkxyxlJ3WiotKe1e2vy5vyGSJJGQkJDmmLOzMzdu3KBGjRppZIrg7YTcPR8ywQpLY0fUSQ/5fUApFHI51yPOMXB/a5oV6MjAilNRylXp3M1MdsXJ0o1pdf9k7vkR6BW76VLJFE4iYUqTEhgj4uKWi6Vr9+AamhuSICDXAw7s35umn9ftUdJD/zR948MIkxL7bRAliEiQuBNmiiIwKy8+LkTRlG7tTqiRx1EisSlvVgdNbzTJlocRJmVXeIL5O/K+iI+PT/O3TCbj2rVrL8gTELD6YjA6+93Y6OaiMrgzv5MzLjbZU6Fl5kUKO5dmZr31tC/ai18vT2bkka95HHs3TRtrlcDYZmqsny4JTj4ysv6iAZlMxvyBf+PWxBOSgTgIDHjMEb/jqde+jTxJD43e5DwcEifyOMr0zy/SFHkWGm/aa5idej89nulMb4aYIlYjEiRSdLx0nyJKkKIzpYgOiH5+XVyK+bvzvkhP53Xy5Ml0dV7Kio0Q7WKw1Y9BLnnRt6aCyvmU6fRqQpIkUgwp73X8r8JsJHkJ5fLI6VXz+Qc375CO26FGZDIZE2avoLp7U1zrezBl/ipUcms279hM9erV8fb2pnDhwnh7e1O9enV2796dRngEx0pZUofkpUimxal5MWrGzLsTHh5O1apVGT58eBqhYWVlxaFDh9iwYQPVqlXD09MT10p1kDxEJCEehViUugU9CBb6cDX8FL802s5XJQZSI09T8tgVQC4zb0pyMjZqgfHNn29CTj0yok3oxo4Hq6nWsDETZq8gt4c3FfPXZWfQJnbu2v1SeXIi4ARVvaoiE56L7xS9hF/Uh61xJUrgH/3mdUoEQWBxs8WMODCCFH3WLX4+VSRJ4qT/Lc4H3qVF/v5vHXUkSaaoooBokTthIhEJ4muNJb0r9GbJhSVvd8NPEEmSGDx4MDVq1EhTh8QoGpGpZBw8eDBVpnjk9UX9ZUVERTxWhp64W+j5o38R7sSfYsThzmy+s4zZ9TdS0aNuls7JzNvjZOnG3AabOeK/Ha16HlXzmWRAks6UJiVJJ+HqnpsVs46gkFQ41HehWduvSNYa2b375TLlVQqu2GSJe2GZl75RkkzK8Lthb2dkN5P9iE02Gb8yK4203gghcRK3Q0VC4szGkszk0KFD5MuXj7170xpP09ujuLeaTXKhmSjFijhIXZnZ3pGCuSyzbOxm3h5fp1JMqv0bfcqNZ+75H/n77so0e1QvRxk/NlLzLD5o1Rk9Z/2MWKlsaFO9O+W/qkXRxHJY5rXm4KOjby1P/o3BKBGRYErbeDfMVEMxPEEiLsX0L15jijwLi5fwjzZFnN0NMxKeIJoNJh85WoMpGvFOqClq9WVGkdchSZCgeRaxaCQy8fX7FDMZJyYmhtq1a9O3b980v/v05EmuMq2QmoSiEPNiKbanUwU5LcuklSeSJPEg5iYbbi1hxOGv6LfvMw4+OZgFMzMh3L17N0d9W3x9fd/quiStkTM3gnF2y4UgZMw2JEkSvxzRs+umadXnZCXwS3s1zjYydFoto090Y2C5afSa356oMw9Ivhn3Qh/29vaUKVOGXbt2oRcseRyVfaJIAOTJQeTz8UImCKiVptBLns5dr9ehVKoQBHNYbUYwP7M351XPTJIkAgMDyZMnT5aN702IiIigXr163LhxA4BJkyYxatSodNveDjFQ9n81MUgxIAk4WbpTxsONrqV+oIRrxZfeQ5JEHI1B5PH2fmko46u4d+/eG1/zMfO28kQURU5dC8LGOePyBOC8v5Gx27U8E7rNK+zEyvIh35YeQUpKMieC9jBmTw+UyyxIiH4xTYq9vT3W7a3ZOXYnZbzKwNPCuQ8iMqdA+9uS217AzfbVz0EURcKCAnD3NH13t9zewu2I24yqlf5v5FPnv88rM4hLMXnqDd7fmT7lJ+BtVzBT+n2GQgbudgLO1sJLZeAXG79gUbNFuFm7Zeq9eU/PLKuQJInBPwxm/rz5AJQuXZp1e9ex+sZqzgWdw8HCAZ1RhyiJWCqsCQruzrmYfoAaT8VwKhW8zJPEa1TIVZtWvt/gZu2Rzj1EZEnBlPDN89bPyyxTnvO28gQgJNbArYchGdqjSJLEmpvzuR52gajQ2QTF2AJQJZ+csc1UyASB+WdHsuner/zV8jKTBg3g+vmjL3iQ8589ipWVVZpzgbEiUYnvd4tobymQx1F44wLQH9Nv/UOR2c9MazDVoHnb6KKMopRDLjsZTtYfdl/1sX3Hjhw5QrNmzUhJSUGtVrP/0FEqVaqETDDJ7n/L7IVHNAw6VAWj7C65taGMaWpBtfyK195DJZdwMAS+9TMzy5O0vK1MSdEZOXU9fZ2XUTTy27UZ+MXeYUS1Bdiq7FPPrb+g5/czJs8ZKxUs+MICO6t4fjzUiTl1NtF0c37EUAF+076xPHl+f4mwBInIRIl3yaznaCXgZitgoXz398LH9lv/ELyPZyaKEuGJEuEJ7/bdeBUqhUmeOGZBkfCP6XsWGxtLgwYNuHjxIgBDh4/g50lTkAkgl5FmTXcnRE/9pfsIFtrgqrlL06LuDK6nwigZuRd9lUuhJ7gafppkfSL5HYpQLlctyuWqgZ3KAXtDED4+b/+83kWmvF7ifcIIgkCfWkqexIhcDxaJTpb4ebeOGW3UqNRqmhbsSJ+5nQi9EY/eMf1qu3FxcZw8eZKmzZqzeO1+IHspz0VBhVaTgoWlFToDqBWSWcGfzZEkUzSSJJlSLfxbkAiC6Z9MeG7wyqk8W8jnBGJjY2nYsGGqgcTLy4uOHTum2/ZeWCK1f52IlvPIKYi92o1N7bZhb2nzgUdt5kNT0UdO92pKVpwybUIOXG2Gs0d72hbugYOFExtmb0dTUIvWWQbRL14flxBHvCaeQV8N4tChQ4CAX1TWGkjA5PUpSiK57DK+iGlTpA0rL68kJCGE3La53+v4PnVEUSIoTiI6SeJa+Bns1c6ZbiABMIgQFGvKOe/lIMNK9aIM6lG2B8svLWdkzZGZfv+PgURdInse7GH8+vHcjLwJX5qOa0tIjD0ym7aFu9Gl2EQslDJs1CZFRudVVzkdUxeEJNSUpWXpJOrl604+hyJpIs7MfBwIgkCXEoO45HKceUmdUSZPRa8tzhk/I2vPG/iqkpLPi/Zgv/8mui5qRuxlDbp0FFr8a4/SrFkzDh06hEwmQ5IkAqJNXrzvm7gUU9FVH2cZlpmg7DLzYYh7WmvmbT183wS9EZ7EiEQlQR5HWaYoRT81jp84SfPmzUlJMUXvVqnZEMtcpbgTKiJJErGacBQKDUqFhhMPUxi3fwtG5TWcNAfpVj0O31yJhCUZ0Rk1aA0paI0apKfuPjJBhlpuibXSFgcLG+xk2csZ1Exa5DI5Pcr8xJWwUww92J6Z9dZjpzbVuuxQXsGDCJETD40k62Dibi3z2tlT0r0Sl6OOI4WpiBejQKNNt+/05Mm/iU6SCI3PnD1LTLIpRZejlUBuewGl3PxeyMkk60yR6ZkRjfgqdAYIiBaJTATPl+xTzLyaxMREGjZqkmogcXJ1w7dufQ4/8EMmyBAEGU5WlrjbWpKiM9B82UmChbbIjUWR2Q3kjjaJzv/EoZKr8XUqTaXcdalXsTVaYwrRKeE8SXjILxdGE5IYQGufBvzgMzhL5mk2krwGhVxgVFM1A/7SEP40n+4vR3T8UF+FPNCeIMVdpHAvqPjyRYHBYODqvWCOnzxN1arZq66AqHYiLDwET8/cKBRK9EaTldVM9kKUTOGGRpEMp9QRkJDJQP7UqpuTjF96vZ7IyEg8PT2zeiivJTk5mRYtWnD16lUAPD092bn3EFYu+fCLFNEZJXQGk+HqRvhdevzzHYniDQRcsFG4sLPLSjxtbIl7RT0AMx8P7coqeBghcuS+Ea1eICF6EEsvTqO20Ib7tx5BLiVSCT3cT+fiAiA9kLhy6wr79u2jeKVG77VI+5sQFi8hF0RcXxNR8gxBEJhYdyJjD49l2WfL3vv4PlU0elOqAo3eZGBfdmUK42r8+l7vmaKD++EiLjYCue0EZP/yKGpYoCEzT83kx+o/mtMI/osH0Q+Yf2Y+frF+yB6quTn3JiSazo2fuYzWHb9Jbaszgs4oEZWkZ8y+7ex/MgFk8ViLX1PEI4RmhRrgaZs/6yZj5oNQLldN5jVcyw/7v8c/qD1qY2vWnNNTwFWgar78WBkdCLS9hkL2aoOowWDgyhWTTGnUqDGPo6VMS6+VEbQGeBAu4uWYNd6dZjKOJEmExEtEJHz4JBTJT+VKbnsBFxuz8TcjpOgljp25yhctW5CcnAxArQbN+XHOPNbfW8y18DMk6xNws/LEQmFNQoqKQw80JCsXoTCWx8vzd+4lKbh7SYZMkKGSW2Aht0Alt0AmyJAwOchoDSkk6RPRGOIZU643ucmb1VM38xrKuFdjYMUpjDjcmZn1NmCtskUQBIbUV/EkRoN/tMlYPvuAjgH1BtBna0t0F+ygajh4CfAo/XfAv+VJkyZN4KmjTkCM9F5qQ8Qkm1Jz5bYXcLY2vxdyIlFJpnSN7yt6JD2SdfAgQsTd1hSRlJN0ZFmFUZQIitLQ/vPPuBB5FlqB0lFFvnJF2Be3EcUNJaIkIkpGkvWJ3I26jn9sCAZRB4KEq0UF2pfOi63KCQmBOG0UcZoojgT8w5GA7ThZuuJk4YanbT6+LT0CdytPHIzBWTZfszo8AzhYmopaDdmsQWuA/XeMFHA1sH3lKoz2cgSlDtTpW9UBkKtIMlqwfPnybGckEWRytEoXAgLDkQkiCGChEFDIJHRaDSq1hfnFkUEkKfOfmVE0KUPetRiz8DQVilIuIM9Ga4iXPTOZTIarq6upoHU2RqfT0a5dO06ePAmAs4sr/1u3H8kuP+H/2UReDLnMoN1DSDQ+BEGDr2oFx/u3wdXWNEcvSSJBC3HJktlg8hEjCAKD6ql4EqvhYYREQkJ1jjxazM1Tv5CUlITM3w4xf6ipYth/vwMlgAOmiJLxU+fyvz8bZtEs0ic4TkImEzO8USmXuxwSEldCr1AmV5n3Pr5PjUStKRfvs3fJycA9FHUui4tVrg9y/8hEUyoWb6fnXuIyQUaD/A048OgAjQs2/iDjyM4ExQcx/MBwVHIV35Tqz9EtFxg7tmfq+ZGTF6YxkACEJwWz7tYvHH50geA4NaIQiZWhD391nEsxryB6bu9NswKdqeP9ZRbMyMyHxMnSjeUtNtF9Ww/8Q5OxNHZi5j4d89vL0F21BC8Jg00iRL66n7i4OCb+/DOFyjd67+mT0kOUTN6dBqOQYUO7mQ+LKEr4R5sUklk2BskUrZigEcnjKKAwe4+ni8EoEZogcfXmA7q1a0pCXCwApRtWw6VbbuZcGk5r329o6/st1ipTur4nMSKDNqWQLORBLhWke5HjLO1kgVE0re1iMlBD6Fm6LTM5g2Iu5fm+7GhGHOnMjHrrsVRYYfm0kPuAvzQk6UyF3Au52RJ1JxlNsg4UIuST4NHL+42Li+Pnn3+mSZMmaA2mdej7dOgyihAYIxGbLOLtZI4qySlIkillY3QW1SeTJAiNN+lcvM1Riq8kOknifngsXX6uzf1810EG1hfs+P23oxQqWjJN290P17Pl7gocxeFEa3ITo25GIdlRjvWvTC47GdFJEkGxr6+jKklZqwgzG0kySEFXGT/UVzF1rymt1q8n9EhaR2T3HZF840GyAKUG0hECcutcIMgICQlBksQ3ymH/IRAUFhgVuXkW/WgUoKArxIY9wd3TK8fnzftQPM81+O7PTKOXCI576s2XSXaCZwnhLFWmfIx2FlkvDDLzmX1oRFGkW7du7N69GwAbWzsWrtqJV74Xc8heCD7Jj/snkqQTEOTJOAjtOdCnbRplgCAI2FmAnYWAlyQRlwLRyR/Wo9PMh8FCKTCumZr+f2mISwFD/HAe5h8N50F4Ygd5Y6BgCvw7laYSsAASTIb3J9FihuTJAb8trL25ACdLNyrkrkN1r8bksSvw3uYWGCMhFyQcMugRPLHuRHrt6MW2jtvMBvlMJDZZIiBGTPXM0ht1rL4xl9n1N33QcWj0Ji/xf3v/di3dlSH7hnzSRhJJkvjz+p+svraaafXnYqcowratWxg/vHdqm77DJtL+615protMDmXU0a+p7DKOmKgSCPJtIIjMbzqDZiWUQF52dt7OxKMTmXDySzoVG0IhxwpZMEMzHwqFTMFvrVbQ/q8+RMSkgP5bJuzUorlrD+4yqB4PAQoQX53Hwj9ST4LGmKV7lOA4Cb0o4mGfs9aDHztGUcIvSiIpCwxo6RGvkXgQYU7Tlh4xyRLBsSKhoaH07NSEyPBQkINLx1y41fegQ/HeFHYuneaa6CSJkds0+Et1QJZCU7fz/NLB5LymkIO3k4C9pUmxldXpXc1kLmXcq/F1icEMPdien2v9hpOlK54OMoY3UjN+h6mG4h9n9EgBtaD0aoi0gMIaOPhqBaa/vz8JKUb8Y/hgTn+JWon74RI+TjKs1eb3QnZGFKUPHrX6MlKeRpXkcZRhb2n+3vwbk5HTwObb65i7awSR50LgNliorVi8bmcaA4lBNDDn3HCsFNaUsNzKzkfJxKpLYUl1tn1XMTUlt5O1gLVaRkC0SHL61SqyBeZV6BtQu5CC9uVMdiVRAqnsEGRxeZFyJ0KsHbin88OSqxAsTbkeJQm02ldEnGQTRAmeRH/YsDczJiTJVFj3Xrj43gRHig78IkUeRIjZZsOTExk6dBjr1q0DQK22YP7KrRQtWe6Fdrsf/sWYQzNJTimGKLuHGl9Wtx+Gl8PLX7+CIOBgJZDfRUbRXDJcbbNXBJCZd8fNVsaoJmpkAiil0kh27iiKlYIYtUk0l/yPdbQwcNf0v3KHvEgIr5QnGkMKU07151rEGf7XdB8Taq4gl3UeVl2fQ+89TVl2eTL+ce+nSOaTGJFkXcbeLR62Hvg6+3I59PJ7GcunSFSSiH+0mEaGzz//Ex2K9sFGZffBx/PM+/dJjCn/eW7b3OhFPZHJr3Fv/0gRJZGuW7viH+vPqlbbUYiFOX78OD/1/wpRNGkTvuoxkB79f0pzXbw2llFHu9Iq33w2XASN4i+Mskd8ln8MPao/L5KqkCmYWHcicxrP4HjQWoYfbsXmu7+y4uo0ppzqz6STfXgS//CDz9vM+0Muk7Om7RKsrR6QJP+VwFgJig+Gx/aQJxHB0vmV18us3ZBUDtlijxKRIPEk2hxKm10wGCUeRWa//cKzNG0ZiXD4FJAkicBYkYBokbj4BPp3+4ygAD9wBcse1gzqMo2ZDde/YCBJ1kmM2Z7MXW07DLIb+Kr/x5/f2KFSpNVp2FsK+LqZU+J9jFT0qMvAilP48fCX3Im6AkDlvHK+qqwETPVPhRIjEeJcEYJtwF56rZu1KLfkdlDKB8+KoDfCw0iRiASzDMmuGEWJR1HZw0DyDKMIj6NEQuJM+xQzJmeEzTdO8+2Olmzfs5rIOSFwExRyJXOWbaJ0+arP22pjGXaoA6XdquAmjGX3TYFo1RcIgpzfW6+kaO60Lwy1QqCgq4zc9gLZ1T/SrHZ7Q7pWUVIuz9PHpnbAru4kiLZB0CnA68Ui03LrXKnF2gWBHFOIOlkvEZFk/np8SHQGifsRIuEJH8ZAlaSVeBAhPk1xYBYIb8KDgAj+XLcenqYGm7FkHeWr1ErTRpIkll76mT8uHSMxoTFG4S4IIs0LV6J50VIZvpdKIeBhbzKW5LaTkU1liZm3oJSnnO9rmDYhNoYRUC0BhUN+hFgLsJWD6l+NiwG3QGbliqCweqU8eRBzk4H7W1ErTzN+qDQDpVyFtcqWOj4tGVV9EQsb7aBMruqsuTGfPnuasf7WImI0maewFiXTYlNnyNh75csSX7LhxoZMu/+nTHSSKXz93xx6vBUJiXp5W2fZuHg6toeREnqjxFclv2L11dVZOp6sYtXVVZTLVY6vS/xEaJwcUYIt61aie6qgbtGuCz+MmZkmsirFkMzII11oU2AyS48piZOPx0o/GKUyhC1d+qZ7n7wOeZnfZD7r2q2iZC536vjUoXup4XQq3p9fLoxm1tmhxGljP9i8zbxfLFUylreag6C8jka2DXJVxlrby7QFyf/ykGRB7YDMxiNb7VGik01GVTNZiyhKPIrKvt6ez9K0hcV/2t8VncG0n4tKNMn+S+eOc+/WVSgF6uaWrPzqCC2Kf/XCdQajxKTdSVyI+wad/DiWQmn2fPcVdpbp7/8VcgFvJxl5nWUozCqCjwpfp1LMqLeeJZfGs+XuCjSGFL6soKBy3qeyQ2WLg/MKpFwak/bQ6+V9CUorBDsfVFkkTyTJFJUYGPtpvxeyIwajxMNsaHR/RniCxOMoCTGjBYA/Uq4EB/L1lu5svbuaEeV+IWDtAzCanHgnz/uDarUbpbaNSA5h2KH2fFt6BCpDW1ae1pOomIFRuE9b3wG0L5N+jSpBEHCzlVHITYaF8gNOLoOYRdwbIpcJjGikxt3WtHlVuhbD2rI/OGjB88VNiPSvsPXcuXNnu1RbryIyWci2L7GPjQSNxP1wkZQs2IjEJEvcDROJTjJ/1q9DFE0ejkkyJ/7YeoICvsUZOWURtRu2TNMuLCmIkUe/5k6IPRHh36CV78Igv4GnnRtrvpjzVveWywRcbQWU2btMi5k3pFUpBfULy1FIBREEJywbf4EsxA20KniWFcvyqSuXRkBmkxteIk8kSWL9rUUsujiWSbX/oEaepuneUy6TUzF3HUZVX8S8hn/jZuXJyCNdOP5kV6bNS28EvygRYwYWmuVyl+NS6CWz9847Eq95cVMYGP+IjXf+x6CK07JsXP/mmXG+Xt6m7Hqw65P7zOO18ay6upqGeXulycM8buavfNGlF1VqNmDcjF/TpJ+MTA5l6MH2tMj/A78fL0Yko7DTz0FmO5bvynV7bapKJ0snvijelrYlqlPJ2wdfp6LMqLeOuj6t+N/N+e91vmY+LJ4OcmbUX0SKYgM62Rlsig9FSHFEqhaT/gWCArl9HniHPUpEcghH/Lez6OJYNt1Zhl7MnOTz0UlmJVdWIkmmdChZsS95U0LjTd+VT02e8DQdysPItIasmvWa0W7e91gWsWZNl9MUzVv2heskSWLK/vvsD2uDTn4QG6klg6sOJp/L67VV9pYChdzMKY0+NhwtXJhdfxOiZGT4oY6MPfYNNYsdwsPO9LtSOZXDQtkCUhRQ9SWbUYUFcscC5PbwzHKdV1SiqR7Kp67wzi48S7GV3WVKvEbiQaSI/hN0IE7UJjJ0z0QG7ulFp+L9GVV9IXlc8/PH38cpUqIsQ8bOovFn7VPbhyUFMerI14ysthBRV445B3RohTMkKn7By9aX3z8f8tp7WioFCrlmvyjFnKOxz0bYPS3krhBMi3frPP0QctuCnYDcPm9q5AiAGB+IZNRjY2NDjx49snDUb8eTGLM19X0TmSjyKFJ85+Ls74JBNKXI8Ys0R5W8DK3BJDSfKbZye3qzbtc52nX+LrVNeFIw008PYsaZQXgq+3HbrysJyhHIRC9UiiTWf74WC4VFFs7CTHZDEAQG1FWRyzIZW/0Yku3/h23esWAF+DzdrBY1RZGAhKiJS1eexGqiGHqoPaIkMrv+Rlytcmfo/iq5mnp5WzOvwd+svflLpqbh0ehNMuR1CIJAJY9KnAs6l2n3/tRI1kn4R6VNsWUQDUw+1ZfR1ZeglKtedfkHRWeAgGg5Jd3KfnKf+YQjP/NV8WEYjGkVUQqFgpGTf2HBb9tQKp+fuxx2kpFHuvB9qRn8daYKYdrjyCRP8rhEYG0ZwU81B7/R/R2tBHzdZdioBcrnqsnwcuMybW5msgdV8lnQp/RvJCqmYpTdx06+GFy1oLJ5sbFChYTsrfYogfGPGLi/NQsvjCE8OYg63p+hkCnou6cZOx+sxSi+e/GCqESJ4DizoSQrCIzJXulQXkdUoqmw/Ke0Z03RSzyMENH9p9zQmhvzkbkrODI5jEK+JdK9dtS+NWwP6ItReIC1sRPeLuEMrPpFhu+tUggUcBFwt8teii0z74ZCpqBdke9Z0Ggb/StM4knCdfT2rdEoFyESj539bJDZg0/673e5rRc2tvbZRucVl2JK7ZQRhy0z7w9JkgiIyT51rV7HszolGn3OGO+7YhSNLLu4jMZrWpHHthTzG25Nk5rR1T03q7ae4KseA1OPhSUFMvpoV0bXWALGgkzcpUUjRhKr7oiXVVXmNpmGtTpje0+ZzBSl6OWYfdJvmY0kb0kBVxmD65vCCAUELG3aI1hYgq0tcuciIHu6yZUMSAmB+PoWokqVKlk76LdAZ5QIif80XhBZQXiCSFBs9nm+8RrpvdZDyakkaSXO3grFL+oJG2//j6WXJuIXeyc1lDg4wZ+ppwYw7fQAmhXsRFPPdey4XJJExQyUYh2w2MjXpfpQ1bt4Vk/FTDZErRCY1s4RhUGNlaEHep8ryK29IbcFMmt3KATcN7UVEwLJ6+2RRp7ci77GsEMd+K7MKDoV74/sLby31AoLxtb4H5NO9ibFkJxpc4tLkQjPQG7gDiU6sOGmOeXW26A1SPhFivx3D7j5zjIa5fsCT9v0Q52zEoMIdfN8w9ILK7J6KB+M66F3uRn+mPK5GmI0GomKCEtzXhCEVJliFI2svj6XDbeWMKX2ZlYcz09QnJEkxSwK2wxFsppCMdfi5LJ1f+NxKOUCBVxluNsK5vSNHyldKjlQP9dy4pVDUCpKg8wSqjkhqB3SNtQnI2hjKFzYN8N7FFESWX9rMTPODGZY5TlMqLWc9kV7Udy1Aq19v2Fh4x3EaiL58fCX6I3v7jIakSCZ88t/YELjxTSRbjmFuBRTgflPwVCSrDMZSJ4VUo8IC4GnBpKolFCGV5mD2uJFp6xr4Wf4cktrjvjdRRSCURnr0LxIMb4s8TUu1q8pNPEfBEEgl50MHycZMrMw+ehwt/bim9LD+a3lbtqU9CFW9SVG4Q7WysGgEsDS+oVrxKSwbKfzStJ+Ou+F7EpgrERcSs56/joDPIzIeI3NnMrtiNs0+7MZoQk6FjTcRR2flsRER6LXp40K/nf6vIjkEEYf7cbYGv/DWl6AMdu1JGi1RKsb4WnRlGo++aiXv2o6d3s1ztYyCrpmj3SO2WAIOZf6RZQ0K2b6f0upA3KnPOAjIijUyJ19QWZabOTOk4+5c+dledjh2xKZKJGYQyy/OYnQeJGQuOz3XPVGeBQpEvqJ5/h9RoJGYsHR1TRZWIiuv9TEUrChkkdd1t5cSJ89zRhx+CsWXBhJa99uzGmwieSk8sw5qEMnXEAvXMagnoeHrQcT6/ycJse8GTP/Jpe9nDEtbLAwtsQo3EdlWxfB1gJcXEBhjSCYCm7burjS/6c+JOjiMIgG9vttZuGFMUyvu44izmXeaQy5bbz5tvQIJp/sm6lpK0LjXy9DSrqV5Hr4dUTJ/N55E0RRwj/6xUjEBF0ch/y38lmhrlk1tNfibeeLf2wY9yJCs3oo7x2NXuSHvT/Rr/xkAOZN/pGOTSty58blF9reibpCv30tsFLa8nPNVcw/pOJeuIhGvh4nRRPqldqPrdqG78u/m6emu50MZ6vstwYx8+7IBIHRjb0paDGXeFUvLMTPEaomIXfIa0rZKDN59wlyJQUKFWb+/AUZ2qPEaqIYcvALJElkXsO/8bLL/0IblVxN5xIDaF7wK8Yd75GhiBJJkjgVuJf5539iwL5WfLuzLpvuLEuVQ8FxErE5UGmfE4nXSITlYOe4RK3Jc/xjVog+c4x4VhT78rkTtKheiAm/fs/96GsMqDDlhf3G9YhzDDn4BX9cWU9kyGx0sn0oxWIMqbwIv6QtdCrZCdlbWjocrAQKuslQvZmNxUwOQSFTMLBaezoVWEuCcjIqSoOgQGjsjMzK1dToqfzI5ZWXObPnZDudV9In8F7IrkQk5NyU7gbRpBP7GA0lRtHI7FOzGXloJBNrL+Ozgr1QyBQkJSbQu3NT+ndtSUJ83AvXxWtjGH20K6OqLcLZIj/jdmgISzASo+yAtTwX7o7BDKo8Cfu3TJxipTKlc7RQZK3O7JMRZ49j/dCLmf+we9e25FGUhjthhRBkapSVvbGPS0a0SUJRviQVq1ekQvUqJBKDNS9a3HMKgTEivm6yt15AmUlLWLyY7TchYfESyToRHycB+Sf6ud+LCGPg7oFcO3iGlLVJpBiSOBG8m2kL11AuV030Rh1RKWHksjHl9L4RbGTybi16KYJY9TdYKo0UdyvLsCozcbbOXgtGM9mPqgUt6VZVx4oz04hVdUdmb4dFNRnyJC9svrBE8EyggG8R9kSv4+/wJJL1ieR1KMzsBptQyjKn6lklj3rcj77B/PM/MbDi1Ewx7EkS+EeL2L9CVyYIAtW8qnHqySlqeNd453t+KgTGpp/fd+XVaXxTahhyWfYuYtS99AjGHJ7A0haLs10+2szCYJQYsX8ypd2qkceuAH+tWsrqZfMA+K5jQ3aeuI+dgyMAyy5Pxi/uLj/X+g1nS3dmH9Bx3l9EIhmtci0/1pjIPv856MUUPivc5J3HZrbbf7xYqwWmNC9J701jiRSmIqnicKzUD4XfKQQBFIYE+g0ZScNGTTKk0LoTdYXZZ4fyQ6UZFHUp99r2dX0+I1mfwJRT/RhdffFLZYneqGP6mUHYqR1pkr8jBRyLIxNkrL4xl+GHv+Snqr/gZOlKQIyIUm6ug/A+0RokAqJzvqNCklbiYaREfhfZR7d/0RtNBpJnjhEBfg8Y3ONztLYa/n60komuK1N/a6IkcuLJLv66/T/y2vvStsBMpu9xIVbZFBlOfFPsT2zstlBP3QZ323dLyWmpFPBxFIgIyYxZmsmO9KuTi8exqzkd9Q1ysRhiST/cHlZFpk/AxsaWFi2a06V7r2xnIHmGyVAC+Z0x67M+EInanJ+RxiiaIkryu3w86w+DaKDr1q7U9qnNwsabiEx8etxgYES/zty9eQWA0QO7Mv+3ranXpeiT+OnIVwyqOA0vW1/G79TyIEIiQTEKFE+oW6ABDfI3xcve4Z1+YyqFQAFXgbCgd5/r2/LJGEluRdxgyZXfmNFofabm5lbKBUY1VdNvgwaNdgjxNsOoNeRX7qaMoXH+r7FW2iGXKZlzdjhKuYovi/WjuGuFTLv/h0JrgJB4CU+Hj+PlkJVEJ0mEZqHASDEkIxfkqOTq17Y1FZSX8HGWYan8tD77PfdPMv7IOKxO2hC8yh8AR2dX+g2bmNpGKVelGkgeRYqM26FFY4wiRvU5jhbuNC1UnbDkJ1TxLoNC/mk9PzNvR4fySu6Fe3LQvzOJijkYC2sokTsvHYr1oqpnAyyV79/Y3rnEAP68sYDpZwYxvMrct0rf9V+MIgTFy/B8RYRKhxIdWHJ+idlIkkEiE0Vi0vGuDkp4TED8AwZWnJol43oTSrpWYsOtxRx+eIM6+UvgZP1xvSeNosT0E8uJSo5iSOVZnDqyl+ljn+f0HTRyWqqBZNfDdSQbEplSZxUAK0/pOHDXiFEIJEk5lk4lOrL1wQS+LjkEv/jT2d4AZibryessY0S9aozf35NY5Xniypxg2Y9bsLMPQC/qkSQJ/7j7+Nj7vtKIsfXeb5wM3MvMehtwsHDO8P2bF+xMkj6BiSd6MqzKHKyUaeuiRKWEMfbYt7Qr8j11fT5Lc65rySHcibzM8MMd+bnWb+S28eZxlEhBNxnK7KmDy9GIoqnIsTHn20gASNaBX5T0USlEjaKEX5SI9mkNkvjYGPp3+4zYlCjoAOUCa9K0xZcAnAs+xMqrM6joUYcpdVaTqLFj0KYEQmRNEVDRKs9WelRX0G/fHyxqsilTlH8fy3M2kz4KucDYJi70Wf8HD4wdkGTXaDNiI9/XtMi2hpH/kqSV8I+GvM6Yszu8Z3SGF2sl5lREyaTn+RgMJUbRSI9/etC6cGvq+nyeJu3/nEnDOX5wFwC29g4MHPl8H6kX9Yw62pVvSg2niHNZ5h7ScSFAJFm+Dr1iLz3K/EB4ymVq5mmGcybs5eQyAXkWvlY+GSNJs0ItueEXyvjjPZhY67dM3Vy62sgY2VjN8G1VEYUI/nrclioeLbkVeZFxNX5FKVfRrMCXBMY/Ys21+Sy9PBFJknC2dKdrqSHkdyiaaWN5n0QlSThaSVipcvbLIStJ0EgExmbNDkSSJP65v4qdD9Zgp3ZEZ9TCUw9upUyFpdKGOt4tqefTOs3CQfs0J6OPkwxbi0/js49I1DDuyBgq+Ndh8R+mwrYqtZp5K7bg5fNieomQOJFR/2iI10USrWqDTPGEqnmaoxe1dCs1BDebT+O5mXl3BEFgSH0Vjzd05nrKRjTCUWT6QdTL2+qFtikpyVhYWL6XhX7nEgP4++5KJp7oyejqS1DI3n25kKwXCEuQ8HBI/3wx12LcibqDUTSaFcCvIVknEfySdI2LL46jT7kJH3xMb0ufchOYfW4oBRw3IgiyjyaiRJIkVl78hzOBx5hYayUP791ieJ8vMRpNIVXdeg/l806mlFkPY26x++E65jbYAsDWq3rWXr5PknI2kpBIz/K9ORs+ndE1lrDs8iTmNZ34ynubMfOM2oUUdAxtxqobP5CkHEefA21o7FsUJ0s7BEEgSZ/I49g7uFt7Uc61FnmdfXG2cMdSac32+6s48WQ3jfN3YFb9v95KDrQv2oszQQcYuL81PcuOoULu2oQlBbLjwRrOBB3gx6rzKeiYfr22Ii5lGVN9KVNP9Wdew78xiDIeR4kUyLidxkwGCYqT0Ogz0DAHYapFAPk+EkNJQPTzyFG9Xs/QXu3x97sHX4DnnXzMX7mV4GQ/frkwGg/bvMyotw47tSOxyRIjt0XzyNgKARm1nLczrKGay2HHKOZSHk97m9fd2owZAJysBcY0c2Do36sJUXnzx42JlPCcRPUCL2ozU1KSsbS0ypJxvop4jURgLORxzPnvhOyKJKWfCjgnI0rgF2UylORUXagoifTe2ZsG+RvQuEA7/CKff0B/rVrK2hULAFAoFMz+31/kL2TSUUuSxLRTA2hesDMVctdmzTk9+24b0QsXSVEsoJXv11wI+4u5DbZgoSTHPp9/88kYSQBqeTTHwtaKCSe+Z1yNXzNFCWMUjZwPOcyuR+tQOvlBogwZ1lwN9qNRobIMO9SRybX/QCVYsOePDexbuZF1u87jlsuDwIRHTD7Zl4WNdxCVEoqlwho7tWOmzPV9IEkQGCtSyFVmtr6/BSl6k8B43xZ1o2gkMOERgQkPUcpU2KjsESWR5VemUDZXDRY32f3CRldv1JGgi2PTnf+x48EaBlWcio+977/6NAkGD3sBF5uc4S3ytiRqJSYemUkRTTmWTBmfenzi7JWULv9iEaqoJImR27REJD8myqIO9ooSfF78M74s3pPJp/pS06cSqizOq2gmZ2GtFhjb3IKumysTxyHuPqnInlsGmhR7/rs9f+owE4b1pHu/H2n75bfvZRxtCnfHKBlZe3MBX5f8IVP6jEiQsLeUXuqJU9O7JiefnKSWT61Mud/HiChKPIlJX5Zsvfc7zpZuFHAslhVDeys8bH3wtivImaADCEIDBGQ4fASGkkOPrvHnjeXMqvcXsdFRDPimFYkJ8QDUbdyKASOmAJCsT2T66YFMqbMahUzB4XsGFh0PJF7VH1v9TH6oXYqz0b3oXno41kpbJCGF/E75snh2ZnISDYr7seHRUZL0CnTGFDTR0+ndUp2aiigyPJRxE7/lN9U0Gn3VgWhNOAm6WBrkbcuSJnveeb9UxbMBJVwrMe/8CJZcmkBuG2+aF+xMt5KvTwnoY1+IWt4tWHNjHl+X/AGNHp7ESrxlumsz6RCXIuXYnPGvI/Ej8RwPixeJ15g+I0mSmDKqH+dOHoZqYBVmw/9m72Vf8EaOBmznx6rz8LQ1yYgUncTo7SncSumIIBgoY72Hcc0tUSkE1t9azE/V5uH0EchbMx+O4rnl9KzuwqQzVUlWzWPmwcHkdXbF08GkHzAajfy5fD6/LZ7B6n9OpetcmNVEJ0ko5SK57D5unUZWERIvkZxOKuCcjlF8HlGSEw0B4w6Po6JHRb4o1pn74c8NJKeO7ksT5T5q6mIqVa+X+veqG3PwsstP/bxt2H3TwJpzeoyEEqf8gaKu+RHkQXxfZhQ2KruPRp58cm+GpgW+pJpnI/rsbcrOB2sxiIa37utq2Gma/1WQ6acHcSn0OInGW+SxbAvIsNIu4uoTOyQJfjjYjlkLh7BwxhiiI8OZPLIPkiTxIOYmSfoEPt9SiqWXfmbowfYcf7IrU+eb2aToTIXczbwZRtEUcvg+w9hDE5/Qb29Lhhxsx4bbS3gS/5C70dc4GrCDA36bGVp5Nl1LDknXE1ApV+Fk6cr3ZUcztPIsfrkwhg23lqRpI0kQFCsREvcRuQX8h2SdxHG/B5x9dIgNPy5OLRra64exNGnV4YX2CRqJUds0BMXHEa1uiZdyGPldZPQsN4JVN+bQteQPuNl+HMLCzIfF2TYB0WIlcmNp4tSdWHhUm7qgeXjvFt91aEhgwCPm/DyMsJD3l7SzbeFvORm4hxRDcqb0JwEBMSLGlxRPbOnbku13t2fKvT5WQuLT9/j96/ZSbkZcYFCl6VkxrHeie+kR/HZtJkZRJCBGJC4lZ68zQuJTGHXoB8bW+B+iXmRwj7YEP3kMQNGS5ZiyYBUymYxEXTzjjvfg+7KjcbHKxcUAI7MOJBGv6oudfjZdK5REZrmZXNZeVPKox5a7y+lT8fusnp6ZHMT96OtMP9OPpc1W4i5MQS+7yPHghaw5Z3qJSJJEv64tObltL4823sHtrgcjq/3C1DqrqZ+3TaZF9dmo7BhdfTG/Nt3PpNq/U9WzYYb7/rxwD66Fn+Ve9DV4qtSPSDKvrTIDg1EiMObjXdfz1HM8IDrnypR4Tdo0zat/ncvf61aAF8g8ZUzvu46Fj8YQr4thXsO/Uw0kBqPEpD1aLsYMwSgLoqBiK1M+s8PWQuBx7F1sVHYUcvEwpwM288a0K6ugqdcqwEgI3zNhVyIavek7uurXOcyZNJyY6Egm/tgzdS+d3QiLl4hK+rjffVlBolYiIiF7fuaZgVEEv0gx9fueUzgfdJ6A+AC+LdsjTWrNh/duMbx3x9Qo9669htCmY/fU6w493op/3H26lRzKWT8jvxzRIaElVvUdbrZyvinTFblMQUWPusgEPpq0yZ+ckQSgSYEOzG+4jQRdLL33NGH7/dWI0utfknpRz6PY22y5u4K+e5sz9VR/8tgVwNuuICOqzudQ52DWtluGhcybJMVUUmJ/wkb6Gp1RS2Dhh1i0sQJLOHZ9J53/rML96GssaLiNfPZF6FZqKAsa/cPpoANMOdU/0xRS74PQeAmtIWe9GLKawBiJOE0KRvEVlYv/g1E0ohfTasIMooETT3az4dYS9MbnJvqwpCDGHPuGEVXnM6/h3wyvMoeOxfrSpcQgepcbx6BK0/Cyy5gnh6dtPmbWW09QwiNWX5/7wvnwBIkn0WK2XfS8LXqjxOMoI5OPDODhottoU1IAaNKqIz0HjXmhvUYvMXaHFr9oLbGqTljKfGhUVKRj8V5cDjtBeFIw9fLVQG2OIjHzFiy9NIa8Dj7UyN0PkXji+Z3Je7QkaCQK+BajZbuvAUhMiGfamAHvbRwyQUbbwj3YfGdZpvWpM5jeielRJlcZroRdybR7fWwkaqV0HRVW35iHf9w9Rlb7JVNqyHxobFX2lHWvzuXQE0gS+EeLJGpzpoxJ1kmM2D+STsX742Thxvhh33H1wmkAXN09mLfibywsrdj7aCM/HPicL4p8T4XctbkbZuTn3Vpi5GOwNHxFy2LFqV8smH/u/8F3ZUejF/VcCTtGk4INs3qKZnIINyMuMOvsUOY0XEfdQl5Mb9wPkKGR7eO3S/9w7rERQRAY8OOk1GvmTBpOZHjoexvT2xhdBEFgZLVfmH12aGqq2IgkGQmanPmOyE4ExkofVUqUlxGbknXpjt8FrUEiIPr5uA/v/Ye5k38EC6A+9KkykVUxs+lSYjDflBqWKv8lSWLeIR3Hglagle8kD/8wtZUbrram83/eXEDn4gNwMacDNvOGyAQo5CZnQjMfEBQgqrma+BWzD4UhSRLtu/Qit6c3AOdOHmbbX39k9ZBfSlCsRFIOXWtmR4xPI90/dgxPM6zocog+VGvQMuLgCOY0mkNQ7HNHu+ioiDRR7nUafZYa5Q5wJ+oKW+/9xk9VF3A3TGTKXi1GSSJOORQXGwMTak9l3a2FDKgwGQBHayE1Qjmnk/N20pmEhcKSjsX6sLjJbmK1UfTf15I7kZfTbfs49i699zRl2MEObL33G1YKGwZWnIqF0pryuWoxv9FWauRpipeDHDtLgarexVBSgBhVa474naGK2yB0aGlRswu0BapA6LInfFmgP46WLgyrModZZ4egkqsZXmUOdX0+Y9D+1vjH3f/gzyUjiBIEx+aMl0J2IDJR5EFUCH32NOWHg5/Tb29Lxh77luNPdr1gnLsWfoZppwfSb29LBh9oy7CD7em3tyWzzgxhztlh9N3bnPsxN7BQWNFnbzPOBx8mIjmEMUe7MabG0gwbQl6HIAgMrjSDGE0EK6++6JUcnSzxOEpCfIk3eE5DkkwFK3c92ELkjRCi74UBUKp8FSbMWv5CiL7OKDFxl5ZboQbilAMR5PFMqjuVuzEncLfyZPX1eUyotQxXcxSJmbcgOMGfR7HXaV2kDYNq1sReUZwkxSICEx4z+6AOUZIYOnYWTi5uABzeu40j+95f9EWDvJ9zLGAHGkNKpvUZmyKlW3RcEAQKOhbkflT2lH9Zycs2Hwcf/01IYgBDK8/O0elEWhT8ih0P1sDTyMXHUSLJupwlY4yixIZr+0k2JFPbuyVnjh9g99Z1AFhYWrHgt6245srNj4c7ERB/n4WNd1DJox5PYkTGbNcSI25CkJTUz/s5vWvKmHqqPz9V+wWlTMlh/220LdoqR3/GZj4cd6KusOjiWGbW20BRNzdcbGRUyaekoH0DjLL7JCtW8vP+84TGi1Sr05gW7boAkBgfx6wJQ7J6+C/gZOnGZ4W6sunOr6nHAmJyjpIiOxKdJOX4qL03ISpRIiw+5yjwJMlkIHnm8avVaJg6ur/JSa0F1HNvzVmbA0ystZLirhXSXLvilJ5d906QqPwZV+NGJjXPR15nk9onOiWCyJRQyuYuhaXSLE/MvBm57ARUCoECrnKKOlVEpziEtX442/w7s+biPaxtbBkz7Xk2inmTfyQmOhJJkrgZcYEFF0Yx5+ww/GLvZOk8eLbWjBbRZdyH1cwrCI6V0L19kp4chc5gMpQYjNlfhv587Gf6VOgDkiPR/9p7/zpvEkEBfgAUKVGWKQtWIZebHFnitNHMPjuUCbVWEBqvYOwOLVoDpMhX4mgTQYcSn3HQfyvflRmJldJU18rlI4ki4VM2kjxDKVPSpcQgxtdczp+3fuF/l39O4yGfok9i6un+TKi5gnkNt/BDpRk0KdCBpZcmIkliap52pRxcbAScrAUaFWhA3QI+OOq2ojY2Y9W1VTTL148w+ycU11eAbRDjF8HCGSbvdE/bvFTxaJCqHKjq2ZCJtX5jxplBHPHPnmlH4jWf1sL6bUnWSTyITGTMsW8YU2Mp8xtuZWHj7bQo2JmTgXvptbsJG2//j+iUCKaeGsDfd3/jy2L9+KXRPyxotI15Df9mQaNtfF7kO5oV6MTSJnv4ptQwWvl2ZU6DzRzy/4eB+1szqvoivO0KZurYBUGgf4XJaI0afjrShWMBO1I9+Hj6HXgUJb00bU5O4kmMxOOYYDbd+ZVf++6nbuNWeOTJy7zlW1BbpM18bRQlpu3VcfGJjnhlfxQy+LJYZ7Y/mkm7It+x5NIEptX9k1y2VliYNx9m3oLfrk3B0dKW7mU7UsS1AAVdVSgFB+KVgzntp2fzZQP2jk4MHTs79ZppYwaQnJT4XsYjl8lpXbg7f99dkan9BsWmr+BqWbglO+7tyNR7fQyExr+4+UjWJ7L+1iIGVpiS45XnXnb5iUgOSY2kzYkh7bfCYlhyaSo/VJoBQNVaDRkzfSlKlYopC1ZTtGQ5DjzeQknXSnxXZiQquZrwBJGftmmJ1j5CI19PFdcJ/NhIxaobM6mft02qbN/9cBU9ynfN4hmayQnEaqKYfXYoU+qsxs3GITX9gYe9jJkNpyOTx6I2NiRMGsm4nQHoDBJDxszE3sEJgD3/bODU0X1ZPIsXaZK/I0f8/0nzjgiIkT66yOYPgcEoEfwRp899GaE5KMVOWELavP5qCwuW/Lkb+yZOeLsVIqVQEjPqrSe3jXea6zZe0rPhchQx6k446BYytmF5Sng8j+Baf2shHYr2NkeRmHljLJSkfm/sLATG1Z6CICQiIMNet5SFl/sx8dholIXVNGrVDtQQ6xZF9+V16LWnMfv9NlHPpzVNCnRkzY35DNjXisuhJ7J0TkYRAuPkH4U+IyuJS5HSKOA/BTR6k6EkOzsNXwq5hF+sHy18277g5D541HSatOqIq7sH81duxcraZOwwikYmHP+ewZWmYzA4MeofLfEa0MnOoLTaia+rgmIu5TCKRip5mGqX2FoIH5Xe65MxkoQnhROni37pQtrVKjc/11qJUqbilwujkCTTonva6YF0L/0jbtYeqW2PBezEKBpoVqBTquXMyVpAEATcbQUqe9TBoDhGjfwKVFIFrDXzWHjuN6bX2Yh3o4LIGylABn+tWsL1y+cAaFu4B9vvr0odn7u1J3MbbOFU0D5+vzbrgzyjNyU4Lnu/FLIaU3SCnnHHetC99I/kcygCwIWQo6y+MQ8LuSUyQcbOh2tpvakYJVwrMq7m//CxL5RG2SUTZORzKEIRl7Jpjtuq7Pmx6lzWtjqbpsh6ZiIIAr3LjWNAhckExD/khwPt+PXy87QMSVqJh5E5w4r+MiISRKKSjEw51Zcfq87D3taJ2b9u5LfNR1M99Z8hShJzD+k4+SiJOGUPlEJu8rmFkcfRlgKOxfjz5gKm1FmNrdoOd7uPR1CY+XD4x90jSR+Jo6UjeR3zkttejoOlNV+V6INMsiJZsYjfTuu5FmSkaeuOVKnZAIDQ4CcsnTPhvY2rcb72HPbfhtagybQ+jaIp1cd/qZevHocfH860+3wMJOvST7O17MpkupUailrxcZQxrpe3NUf8/0n9OyeFtMckS0w5MZbe5calrg0BPu/Ug+3H71KvSStESWTznWW0K9oTnkZUjdymJSJRT7xyKCVs5zKxhTVngncRmPCI1r7fAHAv+hoFnfNip7bLsvmZyRkYRSPjj3/HkEozcbBwxsP++VbP1kKgdK4i5HPIj1a1CBv9OC4nfM+iY4k4OrkwePSM1LZTRvZDk5J50YOZgVwmp13Rnmy8vTT1WJJWIiQ++78fshvBcdJ7rZOYnQmKlVKLoGdXkrQS4enk9dc4JlPos1J4lPZhdv2NOFq4pDm/77aBZaciiFY3xNLwJcNrt6Z6gee1KJP1iVyPOEct7/rYW5r3KWbeDE8HWRpdxGdFayGTCTi5/IocTxy0W7j+qAnng86Q0CQORVsl2IHf2jt8a/8TgypNo4RrRYq5lGdMjSVMrrOKpZd/JjolPEvnpTGYHCbNvB1GUSIoB6YzzAySddnXWUOSJEYfGs2cRnMIiBb5r9pWbWHB1F9Ws2b7Kdxze6Ye/9/lidTybkEem3KM/kdLeIKEkWAMFhPJ46RjeNU5LLsymYEVn6fm+tiM7p+MkeRy6AV+vTWZQQfa0GdPM44F7Ey3XffSP+Jo4cqcc8PYfHc5Xnb5qexRP/V8sj6RP67PIlEfR9siPVKPO1mZvhhKuYCvqxuxmigG1VOSy05AhgspmjzMPnqRqY3X0LhSe+gEkpPE+DHf8/vV2QzY/xmhSU/44cDnqYUJVXI1I6v9QmjSEw74bXnvz+hN0Rkg9CMuzPS2SJKEf6w/v1/eyrCD31AzTzMq5q4DwKXQ4/xxfTYz6q5jUKVpLG26hxl117H6s1PsebSBPQ83ZPXw0yW3jTdflRjIwsbbSdTFsffRX6nnUnTwMFJEnwMNJck60+Z69fW5VPNqTH6HogDIZLI0woKnn+uSY3r23YkiWtUOUQijan4942rN4cDjzdyIOM+oaotwsnTFyVow1yIx81YsvzoZF2t7BlYeCIC9pUDZ3JWolMcDd/sktLKTaLnF1L1aYpJh5OSFqNRqAP5csYA7N9JPG/muyGVyWvl+w4bbizO13wSNRGRi2oW1hcICC4UFsZrYTL1XTkWS0s+l/ij2NsEJ/lT3apIl43ofNMzXjn1+G9McexbSnp29/LQGif0PLpCiT6K0a7UXzufyyANPU6NV92qMpcKKJJ3EmH+0BMZKJCpm4KHqyOxWvoQk32LD7cWMrLYwVRmx5sZshlR9f7WHzHw8LLo4hob5PqeIS1lsLQRsLdKuRXLbC3xW6CtcrNVolEuxMnzPxvsjOHDHQKv2XSlfuSYAgQGPWLZgchbN4uU0yNuWU0H7STY8j5yMSMj+Su/sRKI2/XSXnwqSBP7ZOJ3js9SakgRGozFV+Zagi2PmmR8wCgYm1/0jjTEe4LSfgdmHQohRdUKQbOhbfhpNiyvStNlydwVtCn+bWpvEjJmM4mglYKNOK08slQL5HAoSadiHr5sBATkJieUIDRnEoua7GF5iLpwHokyGd51Wm+Z6W5U9P1SawbTTA7NcyRyvkQhP+DQV/e9KSLyE/hNOWRaXIhEUl/3kyc77O6niVQVE19SoxGcF2p8hCALuub1S/z7iv50YTRRN8nVl3E4t/tESEho0Vn0pn8eT78uOYPPdZXQpMQgblclxS60wRZZ9THwyErJxgWYMKzOb+Q23Mq/h36y/tYiA+Afptu1ScjCetvk4E3SAb0uPSD0uSRKTTvYhv0Mx2hftg1KmhKfhhqp/KUTdbAVKuJbHL/4co5qoUcrA2tCfnY/mccbPwITuK8h3uyg0gIfFb+B34TZLm+xldctTxOti+fvub/Tb25L++z5j9NFu2KjsWX51Kvv9NqUp1p0diEyUSMlBqTDeN4n6ROqtqsfkY9Pwiwnj6xKDaVmoCwbRwPEnu1h5dQYz6q7DUmmdeo2btQc+9oWY1/BvbkaeZ93NhVk6h9cxoOJUtt9fzaPY26nHNHp4GJEzvH2fYRQl/KNF1u1ezLItU6hu83JFY4o+mZ/2rmfN7Z5EWJRBQMaPVZYwrf4MFl0cg6OFK18U6UVeh8LIBHA31yIx8xbci76GhRKiUqKo6Fkx9XjzQrW5EHqUIdUG4WGdj2TFQmKSYdo+LZ4+BfhuwCh4uvCZMqofovh+FvnNCnzJpdDjL5Wdb0tInIT2P++OJgWbsOfBnky9T04lKkki5T+iX5Ik5p83eeV9TNiq7LFQWBGeFJzmuCmkPXt6agH4RxuZf2403QoN5ctmldi3Y9MLbURJZNOd//FFkZ5o9BLjdmi5HyGik51FofRnaduvQRbN9NMDmVhrJSq5yfh5MeQYuWwdKexSOAtmZiYnsffRRjRGDc0LdoanueP/i4VSoH3xDvg4+OBo9wABCwTJgmlH1+MfLTFq6mIUStP+5o//zcbvQdbnjf83MkFGx2J92Or3e5rjT6JzprPOh0aSPl2P338jPq179d+1R3YgOE5C+zS15qyJQxn7w7fotFp+PtELo2RkVPVFOFu6p7nm8hMDo/atIkbZDbnkRnOf6XSqoE7TRm/UcSxgB43ytcHRyrxPMZNxZILJwJ4eo2qMJkkXR71SB7F/GtR8zl/kr4sG2n31PSXLVgLg8cO7rPp1zgvXF3Yuja9TKXY++PP9TiIDhMRJJJgN7m9Esk4iKp1I90+NqMTsZWQTJZH5Z+fTs9wgwp46tV84fZQOjcsT4Jf+Pt4/7h5/3V7CoIqzmLxHy60QEQkJjeVQPitSDS+73LhZeRCc8Jha3i1Sr/vYokj4lIwk/0YlVzO2xv+YfLJPal7b/9KxWF9m1d+ATHj+iFbdmIOnbT6CEvxomO/z1OPO//liyGUCHUt+wX6/TRRyk9GjuhK5lAcBa6YcuE6MRs6EsctgA7AWbm+4hICAg4Uz+R2K0dq3Gwsbb2dBw20MrzKXut6f0ca3O7PPDqPv3hb8fKI318PPZgtlgWQu4p6GmZfmMrrmaIZUXkjLgl9zOewkg/a3ZfCBtlwPP8uMemkNJP9GKVPyQ6WZnA0+xOPYux987BlFIVMwruavTDs1gCRdQupxrQEeReYcQ0lAtMT5y2eYcXowievj+LpVdYKePH6hnSRJfPvP9xx5vA+D7CHOmlNMqbWHz0sVY++jv1AKSnLbeFMvbysAXG0FlPKPT1iYeb8YRSMLL46igGMevi//fZpzNXwqcifqIjXzNCGX0yNkikAktFwLEll1Vk+3XkPJV9CUzu/2jcvvLZpEEASGVZnLzDM/IEqZtxAUJQj8T5h780LN2Xk//YjPTwm9USI0nVQyRwN2UMKl4gu5yD8GmhX4kt2P1r1wPEkrERCd/eRLRILIn9dXUs2jMZP69+berasM792Rret/S9Pu0OOtVPNqjEJmxeQ9Wm4Ei0joSVH9zOLm83G1kRh/vAdDKs9KVYAZRAMrrk5mWoOJWTQ7MzmF6+Fn2fNofWo9HEcrAStV+muRgs5eKGQK8jnmRmE3FUtDDxKEtYzeeYNcPkXo1msoAAa9nh2b13zQeWSE2nlacC36LAm6uNRjBtGcLiUjhCdIaPRZPYrsgd5oMpRkpyjFRK1EdJJpPGtX/sK6lb+wfdMq2o8tR2CCH73LjaOgY/HU9pIksfPOGfrsaYVeCsdGP47c9taMa1TrhTplux+tp1H+L3C3UyCXmfcpZjKOu93L97Zfle6AhMR+/+UMb6TmWatVZ/VcD5YYPW1JajHofzauQq9/8QXUrdQwdj1cS2jik/c6j4wQEJ1zdBlZjSSZot7MmAiJk4jNJlGaG25soFnBZsQmWyNJ4PfgDj98144Hd2/wdavqPH6YVteYrE9k8sm+jKn+KwsOC5z3N32uBtVSGvl6cz/2BL3LTWDu+REMrvQ8NatS/jyj0sfEJ2kkAchlk4fupX9k6qn+GTI2nA0+yK3IS1wNO83o6ktSjSeql4QXVfYqzf3oG0iSxGelFFTPL8faMIgIcT5T9+rI5ZuPSn3r8fngHvyx7QQymam/r0oMYO3NX+CpQspO7Uhx1wp0KNabhY134GTpRpcSgzjkv5UfDrbLFoaSTz1s+xkXQy4Sp4unuEtdjvkfot/eFthbODO97lp+afQPfcpPeCE0+r8IgsCIqvOZcWYwRjH7xi26WuWmV7mxTDzRM42yVGswpd7Kjp5Z/yYyUeTOg8f0/K0h4hEjJEGZCtXI7fmiwnHY3pk8jNQhCCqcdNsZXMeHBkUUpOiTWHZlMgbJQJ9yploQChm4foTWdDPvnxVXp9KmSBvOB5+nhW+LNOfkMjlOVo7EaqP4rswwfJwk9IpDAGy4aOBSkJyfJi2gWu1GbNp/hWKlyr+3cXra5qWGV1P+ur0kU/tN1KZNu+Vu405UchQG0fDK6z52QuPTzxu/5e5yOhbvlxVDeu9U9WzE6cD96a5vYlOylxe01iBxOzyCfY82cnXJaS6ePQ6As6s7FavXTW2XYkhm452lfO7bkxn7dambD6NqFd3KfEXxXE4suzKZuj6tKeJcJvW6zXeW8UXx9jhaOmbB7MzkFIISHrPw4hgm1lqJQqZAEHhlXTQbNdTwakplj7qUzOWF3rofNrqfuacZwuyD8XTv9xPlKtVg5tIN9Bv+8wedS0YQBIHPfLqw+c6yNMcTzOlSXoneCBEfwONXkiQSdfH4x93jbtRV/OPuE5YUhMaQvWrc8DRK8XE2iVIURYnApwrH/Ts3M3P8D6YTXmAooqemV1OqeTVCkiTOhxxh2umBdNvelFknNmKjnYe1YQAqu1ksaT4Z2X8MJKIksvPBGloV+hoXa/M+xUzGUStevbeVy+R42+XjftQN8rvF0LmSKRJRlGDqXi3O3iXp3GMgXXsNYd2ucyifRir+G4VMwfAqc5l77sf3OpeMYBDBP1rMFu+E7E5kImaj+394EiOSpM3a747eqGfZpWV8XqQnGj1EhIXQp0tz4uNiAChepiJePgVS2z/LlvRdmdFsvODG0fsmHaSoOEFhryvoCaJP+QnsfriOmnma4m79PCW9i42A7CM0un+yRhKAyh71ye9QlAknvickMSDdNpIkcSxgByuuTENjSKZfhYl42Pqknn+Z5cxKJaOkW0WuR5xFEAQG11fhaeOLhJaT0W3ov3sIrdp1JbxEMOciDqZe52PvS7Ih8YVUEwAFHYtjEHU4WboxsOJUijqX5UTg7kx5Fu9KyCdexN0gGhh5aCRDywxjwJ7eHAvYyZwGm2lW4Ms3KqgriiJOSjca+HzOH9dnv9cxvyvlctWkep4mzD47NM1CQmcwpd7KroYSjV7izuMouo2phSY6BR5BybKVmDT/j1Rj5TPmHt/PMX/T79NOP5vvqlnRvIQSvVHHd7sa4GPvy/R665DLTB4y7naC2TvLzBtzNew0AfH3cba0oF2xdmkiGJ9RP19DzgQdoHzuWjhb2+Dq8jwsfeYBLd4l67B4zS588vu+9/F+UbQnpwL3ERj/KFP7DYmT0nhv1fCuwTH/Y5l6j5xEip50HRDuRF3BwzYvtir7V16vN+r4584q7kfeeCEH7X/RGjRcCj3O79dmcTHkWJZuDhUyBaXcq3Dw8d/pno9MlIjIJopQv0gd4459h9NlV/Y/TbFlYWnFvBV/45knLwBP4h8yaH8bupcayeJjSo4/MH0WCnkybq7b+Lbc15wPPkxwoj+tfLum9h2jieTYk3/oV6l7Fs3OTE4gURfPxBPfM7bGr6nvhNfVRVMpBJoX+pybkRewVFjQr1IfUixGY2nozu6AMey7r2Tl5iM0bP75C97o2YUq7g04HbQfvZhWQxMaL2XbWhNZTXiS7IXCrW+CwWBAr9OlqZPxjNDEJ6y+MY9+e1sycH9rJp/qy+Y7y9jvt4lNd/7H8itTGX20G/33fcbgA5+z4PxIDj3eSlhS0EvvpzfqSDEkk6JPeq8GlkStRGA2yIoQmmBKs3XxzDFGDfza9IytwK2rJ7ncvfm86Hf8fm0WvfY05mLIMWp79kQXuQW15mfkeOLpdpTGviXIZevxQt9HA3ZQ2aM+Hg6WKMzR7mbeAI//FGtPj4GVhxOni2bPw/V0qqigvLdpHxObAlP26hjw03QGj5qOtY3tS/vI61AYO7UTdyLfTzT8m5CsM9XZMPNyDCKEvcNaXBRFdFotBoPhozJIZYdUjr9d+Y32xToRl6wmMSGefl1bEhLoD4BvsdLMWLwOheJ5vaoVV6dR3KU8Vx5VZdfNp86JslAc3WbwebG22KrsyWNXgAOPN/NFkV6p18ll4PyRGt0VGWjzUdOt1FDuRF5mzrnhOFq48lmhr3Gz8uRu9FX2+W3kTuQVfJ1LkseuIBVz16GUW5U0178qp2cr3/ZsuPUHpdyqYKMWGNlExQ+bl2AQBeLClLgp1cyp/wVTTvUjIO4BX5UYhCAItC/Sky13l9Or3FgkSUJCSlWa1cvbhoOP/6ZN4e50LNaPEYc7UcOraZZvYvRGCEuQXpqv8mNn0blFtC/WnhU3N1LMpTyfF/nutdc8uHODc6cOc/3yOYICHhEeGkxkeAgGw9OXU3tYenoiZfNW539r977/SbwFnxX6mmVJgay+MZevS/6QelxvNBlKCrjKslUBc0mSuB+STM++TQn3DoK14J2vEPN/24alpVWatr+dv87a2xMQBBX2uoV0raymXTklsZoohhz8AkGQMafB87zzFsqPV1CYeX8k6uJZeHEMq1tvZvTRnqz4bEW67Vr4NmbA7p9oWqAjQyrN4LvdDamWT8dZPxWJWpi8R8fsz9WoPsDmVybIGFplNr9cGM30emszrV9RMqVLKeBqmkPnkp0Zf3Q89fLVy7R75CTCk2RYOLx4fP2tRXxTaliaYzHRkZw+up9rl87w6P4twkKDCCz9CGOYAWwBFxC0AlZ6Wzq27YOvT2lCkwJ4HHuP8OQglDIlxV0rUsK1ImdDDvHrlUlU9qiPQqbkXvQ1IpNDqe3dgi8/UPTKd6VHMmB/K4q5lE/jmPKM4DgJpVzCIQtDvKOSRMYf+wEbP3t2LDGlJJLL5cxYsi41B/fRgO1suLWEcTWW8dd5dw7dNRlIlDKoWGw51X36Eq+NZtmVKcxrmNYoNO/cCMbUGo9C/skv1c28hLPBB1l+ZSoDKk7B09ZklMtoXTRve3c0hmR6lh3Lnzfn06PMYH69uAwBZ345tRtft+YUyy3/ALN4O2SCjAb5Pmffo400L9gp9bgkmTw5C7nKPkrvxrclWScRpxFwtnt9W1EUOXP8ANcuneH2tUuEhgQSHhpETFREmnYOjs606dWdwCJ+WCisaJi3LR2K9k6tp/Qy9EYdD2NvcTPiAksvTSQyJQSBFz8rhUyJQqZEJsjQGbWIkpHG+TtQz6f1GzmgZYToJAm1QsQtiwqaJ+skIhMlHty9yaAebU0FrgVw7+WFj7cvLQp2ZszRb/iqxEC6lBhMRKLA0M3aVEeKQq4CetuFdC+z+oW+RUlk/a1FzG+42RztbuaNsLMQMlSQuVvZzgw90JfdjzbwZfF+DG+opt8GDRGJErdCRFae1vN9DdVr++leejhzzg1nZr31mTSDtyciQcJaJWFvaf7NpEd4ogy5HWREBfno/m3OnTzE9cvneOL/kIjQYCLCQzD8K/WahYUlhUuU4Y+/j7/fgX8ADKLJUFLQVfbBnWd1Rh3rb6xncZM9JCbpGNLzC+7evAJAbi8fFv6xPY2xcsf9NUSlhJNLmMbmK8+yNxhwyjWQkTWnsuD8SOY32saUU/0YUGFyqmMwT6NIPlbnYPPOCyjiUpaZ9dZzM+ICf91Zytmgg6jllhRwLEbnEv1J0MbiaOFKkwId0lz334Lt/6Vs7pL8fOI6oiQiE2QUdpfzbTVrfj1heiHM2q9lUUcLxtb4H79fn0WPbfXRJqfg7OLOtYgz3I66BECSPoHBFadT3LUCdbxbMvJIF9oU7o6d2oESrhU5E3yAqp4N3/NTej0RiRKOVhIWyo/zx/IyknRJ7Ly/k77lh/E4fj89K0/O0HV/rvyFv9elrxAFYDfommvQPdK8cGrckB4YjQbqNm5F1VoNsbJ+dRqv90mP0j8x5VR/dj1cR7MCX6Yef2Yoye8iyzbfiaAYPQO+68St3BdhJzg7u7N49U6cnF1T2zyJf8j4I5O5EZIIgoCdfhFfVXSgU0UlRtHIhBPfo5KpGVM9bbohzwx42pgx8290Ri3jj39H3/Lj8XG0JVmfjJ06fQ1GXkcPolNCESWRvA6F8bYriLv7EnJHDyIkTuJ+uMiyE3r61jZtQrQaDTv//pPWHb55IUIqM/C2K4i1yo67UVcp7Fw60/pN1EpEJYk4W8vwcfAhKjmKBG0CtuqXe599jMSlSCTpBP6rBopOCSdBF4uPfdqIofu3rzFyQJfnB2oCwcCZ54cktUSSfTz5viuKzqihmHM5mub/kqtHTrNx9VKsG9ni08iXquUaYhSNnA0+iFwmp2Whr3FQOzP77FDW31pEx2J93/PsQSlXMaraIiaf6sO8hltRyl5Mz/AkRkQpl2Gt/vDvXb1RYs6pRUT4hXDo5+fGjVFTF1OrfnMATgXuY9+jTcxtsIXlJ2XsuWXafMhl8F3tIDY82Epepw6svbmAH6vOT5OOc/Od5Xjb56VRwaoffG5mshZJkojWhBMQ/4CgeD9s1fZ42ubH0yYvgiAjWZ9AvDaGP67PxkJhzbwGf2Otev5+dLHJWF00a7VAbe+WPI67i0KmpFZ+D66H1ef8kyAS5POZuKcMSzvmweGpgujk4T14+eT/INGKGaVFwa/44UA7mhX4Ms36S6OH4HgJLwfzmuwZb1I/UhAERg/qRnRk+CsaQWzhKI4otzO33GbyOhQGQKfV0r5pOarWbkjdxq0oWbZyaj2CZyjlKoo4l6GIcxk+L9Ijw+NK0MWx99EG+u1rQbdSQ6nu1STD12aEkDgJVRYZ3wNjRYKe+NO3S3MS4mIB8PmqECXKVMKIkWNPdjGvwRYsldZEJIj8+LeWyKe1S/K7CDQvf4AnidWxVzu90PeBx1uo7tUYLwdbc81EMxlGeEWx9v9iq1bjYZOHqOSw1H3B6KYqhmzWYhBhyxUDRXPJqFnQpHoMCQrg9vXL1GvSKk0/uW28cVC7cDvyEkVdyr2Xeb0JT2JELJWyV+r7PkVSdBKx/zK6P4q9zdqbv2CjtKOoSzmKupTD265gavtNfy5j7YoFr+xTo0kxGYf/w5RR/UmIj6VOo8+oXqcxNrYZsPS/IXqjjjtRl7kSfpqQxACsFNZYK23JZeNNjTxNXxu5nx7PUjnmd+GD6odWXV1F68KdSNbAmMHfcPa4KSOKvYMTi1fvxC3X80jDs8EHOf5kF6VtV7Lq7POMA4ULTKGJb2d2P1zHd2VGci38NHYqhzS/SZnAR5260Wwk+Rcxmgi0Bg1/tjqTWjTzVbwqigTAWi2jlFtlbkScS41AaVNawdVAkbOPjcRpYNo+HdNaqUjem8D1/51FpbZgwdFtLLwzlu6lhuNll584bTSTT/alhGtFvioxCAuFNVEpYThbutO5xEBGHelKFY8GWa6glSSTd2d+l4/3B5Mem25tomnBZkw9OZXRpRa/8DmEhwaz8+8/6dpzSBplZelyVdIYSRydXXF198DGxhajaEQ0GgnQPcSyVFoDiCRJHD+0i+jIcHZsXoNabUHdJq1p+2V3KlSt814Uoq/iWR2ViSd6EqeJSuNprDeairlnB0NJosZI7++/5cjNf6AkWGqt+WXNP3j55IenOb2XX5nKo6hEngQNBOUMbA3j6FS2AF2e5lf99fIkjJKB0u5VUzeEAA6WAjZZoKgzk3NJ0iUw6ujXfF7kOxoUqMnl0LNU9Kj4ymtKuJXmXvQ1ijiXYVS1RXy/uyFLGw9n8GYteiNsv26gWG4ZlmFH+HlEb4IC/FAqVbRs1+WV/b4t35YewYLzIzM1moSnigo7CwmlXKB98fb8dfMvvi33babeIzsjSRIhcekrtDbcXIJHaF4e3L1JwcLPi7eWKFMJmUyGKIpQAuQOCjxv5sOposkALBqNaDQaoiPDaFq8Yxql1eXzJzl38jDnTh5mxrjBlChTkTZffkuTzzqk8TYaUnkWM84M5q/bS2lftBfvGy+7/HxWqCtLLo1nQIUXnQ+ehbQXdPvwEYvbbh1j75XNXB713OOt1w9jaful6Xsar43l92szmdfgb5aflLH9ugEJI3r5Qbw91rLy9k3K56pFIacStCzUBUcLl9R+roef5XTQfja025Dl6zozH44EXSxbr/7OueDD5Lbxwdu+IF62+YlIDuVK2CmCEh4jIWGttMVKaUtr328o7Z7WiCaXgVsGokh4WpekXt7W/HyiN4MrTWPB+VHMbLKGlmu/ISmhHY+lIUzbu4ohVeOZNKInRw/soFrtRixavTPbfC8tFVaUdKvEhdCjVMxdJ825qEQJewsJ2wx4QX/sxCRLJOvTlynXL5/lyeNHNGvz3MlJEARKlavCkX3/AKBQKHBxy42LWy6UShUp6mQCSzxEfk9BX8+JadbDd29d4d7ta9y7fY0/ls7G1S03Ldp9ReuO3fHJV+id5mGrsqddke9pWfBrxh3/ljhtTBrnrMzgSYyISiHD4gNqSCITRQKDwuj5ZWPCQgIByFu7MD61CnEz6gIVctdmRNUFKGQKIhJFhm/VEpZg+jy9nQQmfabip6MLmdtg8wt9G0Ujm27/jwWNt5mjSMy8Ec7Wwhvt3XuUGcSUkz+y6c6vjKq+iMLucr6voWTxMZNz8NyDOvI6y9i7ZjrLF0wBQWDb0Vu45/ZK08+3pX9k1tmhzKq/IdPn9KYYn9YnKehqdoT8N0FP9yj+cfdZfnUagiDQvdRwoqLC2LB3CWeKH0Av6RhWZQ72aidKl6uSxkji6ORi0nnZ2mEUjUiiSEJ8HPkKFnnhXieP7CEowI/dW9ehVKmo0+gz2nTsTpWaDd5Z53Un8jKrbswlURdHUZdylHarSm3vFqTok0jWJ+Af/4Bxx75FJshpkr8D9fO2eaPvgSmVI+Rx/DDfHYNoYO31dcyuu50po/qz5x/Tb0ittmD+b1vTPN87UVdYdX0ONZzX8ceZ52nTGpY6gk6RTH6HopwM3EMpt6r029eCeQ3SRrs72wgfdepGs5HkX+x5tIEfKs3IkIFEIQN7y1e3sVJBw3zt2H5/VaqRRBAEhjZQ0We9KQTxRrDIn+cNhIcGo9Nq0Wm1/DJjDPX7t+aw/za6lByMvdqJ6XXX8tftpYw62pX6Pm3Y77eZjsX6YK92wte5VLobhKwgQSMRl/JphSZuvLURjV5kWOW5WOqtU48HBfixbMEUdmxZg0Gvp4BvsVQPU4DKNesz4ucFlC5fhQK+xVGpXwxPT9Il8MPBzzGIBhQy0881JioCreZ5bl6tVsOebevZs209Xt756dC1N2079Xhl3s/MRi6TM77mMn69MonppwcztPKs1HC87GAokSSJFWs2s2PzGmgPigNK5q3YQrFS5YlIDmHZlSnEaiIpbDOcU4G+aJTDsDC24MtStfimqhJBENj78C+23f+D3uXGpckbL3sDTxszZnhaa2DkkS58X3Y05XJVx9VGYOXVAzTM/+qIwCYFGnPYby9FnMuQ37EodmpHbsf+SZ9anZh/WAfA/MM6uuezICjAz/T31J+o27jVe/G88bTNi63agTtRV9IUm35XjCIExUrkdRZoW7QtX2z84pMykkQlSeiMaRVaWo2Gdat+YWXwdPQrdES1CWPKglWp562sbfhx4nyMuYycFvcxt/GWVJnxOp7lqX3GjSvnuXHlPLMmDKFp6y/p8t0g8hUsgiAIDK8yl2mnBzLrzBC6lRqGi1WuTJp1+jTO354zQQe4HnGOkq6VXjhvEMEv0rSB/VAR3wkakVmnfuberCuIRtPGokPXPvQcNCa1zdxzw+ldbhy/nVax/boBI0HEqb6nYYHGlM5dj2sRVoypseSFvqNSwlhwYRRLmm7CyTr7pjoyk7nMPD2BU49P0bn0QL4t/dNbK2Nc3yD1gUoh4GrthISIrcoRO7Uj92Ius6zlQtpvbo1MX5lTIaspdP8r7t66CsCpo/s4un8HdRq1fKvxvQ86FO3DtNMD0t0DPYkR8XWTfdQb+dchSRKh8S/mjT9z/ADL5k/m4tnj2NjZU6tB8zTrhI7d+tCoxReUKlcZjzx5U5VRh/3/4a/bS5hVbQNedvlf6DfQ3++5wR6ICA/ht8Uz+W3xTCpUrU3nbwdSu2GLd1JuqRUWTK69immnBxCriaRT8f5v3dd/eWZ8z++caV2+EoNRIixeYu7kH3ny+AEAXkUK4PCFC7H66FSnGEEQTAaSv7WpThQe9gJTW1lwJmQ9tfI0TxON+Iw9j9ZTL29r8jhYm73hzWQYuSxjaRv/TdcyXfn5xFDuR18jURePjcqOliUV3AoROXLfSLIeJu3W4h0eheapHmPupB+ZtujPNP3kssmDk6UbtyIvUsylfKbO621I1plqXZn3+iZik011v+7HXWfVo3kMrzIXy2Rrlk+fyj8b/0Cn1TJ98To8qvgw7GAHupUaSvkqtRg+YS6lylWhUJGSqC0yli4xKTGBuNjo1L/1Oh37d2xi/45N5Pb0pv3Xvfi88/fY2aeTm/gV3Iy4wLIrU3C39qJPufHpyjKAsrlq0Nq3G3HaaP6+u5K+e5vTs+yYFxxUXkV0koSFQsTZOgON35F119fRMF9bTh09xKY1v8JTJ4eZS9dTpkK11HbXws+w+OJ4qjn/zh9nnu8VO1VK5kTkXOY2/Jvhhzoyrsav/HZtBh2L9U0TsSyXgdtHbnT/pAu3/xutQUOcNho36xeLnaWHo7Xw2k2MUi5Q3LUk96JNKbeeYWsh8FNjVeqGfv0FA3W7TUtdnG5dvxKbSHvOhRxOvUYQBDoU603tPC04E7yf4wG7Us91KTGY1dfnvumU3xshceJHVYDpVTyKeUScNp6y7vUo4FgMgJTkJBbOGEPrhsXZKvyGoYjJg+LP5fPTXJvb05uO3fpQtGS5dA0kANYqW+rnbcs/9/9IPebk4sbhK6EsXr2TL77qiYPj85V8YMAjZv88jMaV8zJ/6k/ExUSn2+/7QBAEepYdQwnXCow80gWj+Dxs75mhRPMST7b3TXiCRO3GbWkzuDtCsOKCPwABAABJREFUssCMaeuoXKM+1yPOMerI13xW6Gtquq5i47nCJMsXIZPc6VKqEz2qmwwkhx9vY/KpvsyqvyGNgQRMXpvmjYeZN2HC8e8ZXGk6Zd2r42Bp+v6cDTpLJc8XlcD/pk6+GlwJO5X69xdFerH21i80KSanQRGTQlWjhx0R5andtD0AkeGh/Dp/0nubS/dSP7Ly6vRM7zcuxWRwt1Ja4Wnryb2oe5l+j+yIKEqEJzx/T0qSxKE92/i8finm7fkJ/WWTMWzvPxsIDw1Oc23Tjh05bNzK5Hp/ZNhAAjBn2SY27b9C32ET8S1aKvV4SnISW9Yup03dEgzq3oabVy8gCAI/VVtAvbytmXSyD9NPD+Zx7N23kvkp+iSuhp0mxZD8ynY9y45hzfV5Lz2vNYBflIj4LhWJM4gkSWy4vpsyuauxYOk/2NjZ06xNJ36cOC91TXgsYAc2KgdO3a2UGkESrxrMwPILyetkxC/uLhNqvphq0ygamXiiJz9WmUcRtxdTppj5ePmy+DdMrvQ7NfO8fY1BucyUautNsFEJ1PMxOWX1KPMTK65Ow8vBltHV52KUXSdFvpn1V5/Q6offU6+ZNWEIWs2LaWCzCherXNiqHPCLvfPCOb3RZHD/lIlMlNAZnv/95PFDBnVvQ69OTbh41hQJlxgfxz8b/0hzXZWaDWjW5ku8fPIjk8lIMSQz/fRgLoQcYX7DrS9VKjVt3ZGDl4OZMHsFdRq2TFMc9sLpowzu0Za29UqyZd2Kd9orymVyRlZbSGhiADsfmJSselFPiiE5df9hFI3EaCJ5HHuXy6EnOPR4K5vu/MrmO8u5F30tzT7l3+iNpjQpH0CkEJogYRDhx4nzKVuxOu4eXuQfVJSKnnWISA7m51q/vdRAMr2NGhu1lr/vrqBdke9f6NsgGth273e+KNrjo1domclc3G3f3EvczcaKXNZ5SNQnpP4mBUFgYF0V3k6mvvyjJcTK41J1F3v+2cDFM8de6Kt7qeGsuDotU+aSGYQnSCRqP21Zwr+M7oHxj/j11mTGV13G/t830bp2MTat+TU1Xdafy+dR0rUS8xtt42jATjY8WcyX3/SjRJmKGTaQAFjb2HL4cghL1+6hQ9c+OLm4pZ4LCQpg/tSRNKmcl9kThxL9n5pZ6aEX9Sy+OI61N39hbI2l/FRtwUtl2b+xVzvRrdRQJtX+g50P1zL6aDeiU15/v2cEx5n2tO8To2hk5eXfaeDTjRp1mzJgxGQEQWDinN+o1aBFarszQQdYdmUKNV3+ZO25544RX1dW4qcdRe/y4zn4eAtVPBuQpI/nQcwN6vm0TnMv1488ioQPFUliNBo5fOwk585fIjwiErlchpenB/Xr1qJUiWIfYgiv5XTQ/jeq6+GUwXyl1ioZZd2rczHkKBU96qYeL5ZbzjdVlaw4pUcClpyz4uuBU1k8qS+SJDFn/DA8B+UjOiUcJ8vnL4QmBToQmvSEW5GXCEkMILeNN44WLuR1KMzl0BOUzVXjDWee+WgNJmHibvdx/3gAll5YSmxKEh2KmVJMnTi8h8WzJxAeGgSNgGug8lTj0TwvQ1rOeqt7tCn8LX33NKNp/o5YKk1maJVaTbU6jalWpzHDxs/h8L5/+HvdCs4cPwBPNzyb/lxG974jMnG2GaN5wc5IksSSS+PpV+Hn1OOpNUpcZVh+wIgSjV4iLEFCEASSyySyuMFuqpZqwH6/zex8sIZZ9Tey76Y1y0/pSZGvwyC7x7clFvFtNVOKrWWXJ/PnzQWsbHGEgo7F0/Rtocx4agszmUdOkCkvwz/uHs6W7vg6mZTRLjYCibpE1Ao1SvmLdRf+jb2FCrVCTZIuAWuVLc0Kfsnv12cSnhxMv9oePIjQ8DhKIiBGonLTX1Ad2oZOq2XtigW06dg93TDmd8XD1gd7tRN3Ii9TxKVspvYdFCtio5bRrUw3fr/yO1PqT8nU/rMjkUkS+qd6m+BAf0YP7m56r3sC+YCNUKfRZ3TrPTRNXllREpl4oheDKk7DTu34RvcUBIGCRUpQsEgJevT/idvXL/H3upXs2rqWpMQEAI7s307TNp0oXroCAOVy1aRcrppcjzjHuluLCEx4iJOlO3W9P6O2d8s0hf3OBB1gy90VqBWW2KsckcsUPIy5hVphQQHH4qy4Og1rlR11fVqRz74wzpbuOFi4IBNMfjy5bPKgUljgH3fvhVosz0jWwZNY6YUaLplNRILIb1cXMK3uWuzUDvy5/TQeefKlekVHp4Sz5sYCCik3sv2uSTOZrJhHS9/PeJjyCwUcivFd2VHp9r3i6lTq+bShvGfJLKmz8qmSHeSJl503tyJC3qmPN4kiecazuiRjjn1DK9+uOFm4czfqKs2KlOaIf0NO+kUSrxzGgfh1lKnbniuH/yIw4BGrl82lR/+f3mm8mUnn4gP48+YCRldf/MK52BQJu2TptSmSP0b+bXTXabWsXDyTjWv+h16nS22Tt0BhuvYaQvM2nV/az+XQEyy+ND7DdUAcnVxo1b4rrdp3JSoijB2b17Bl3Qr8H5mcHR4/vMvxg7tS0xO+LcGJj0k2JDPr7FC23fsDG5UdSpkKrVGDhIiADDu1Iw5qJxwsXHCydMPNygO9qGfngz95FHsbe7UTAypMecFJUmOQiIuT8Z9MQJlKsk4iKtH0+dja2bP4z92svjQHLGHNzfn83uIYSrmKkDiREf9KsfXMQOJqI+O3a7/QrkjPdAvZ/3P/Dxrn74CXg8VHr9DKLmQHefKuqBRvbnDnaXRil5J9mXduLAceb6F90V4IgoClSmBMUzUD/tKQooeTj+XUG/gXW8bXB2D62EGs3XUujUE1l00evGzzcyboAFU8G2Tq/N6WgGhzZGJUkkRoYiQTT/aivr4t3ZrUThONbmVtQ9vO31KmbTXOBR/CydKdXuXGsvfhX4w73oMx1ZeglKve6J5KlYoqNRtQpWYDho6bzfEDO9m8bjmnjuxFkiSSkxLZ9Ocyvun7Y5rr9KKeeG00MkGOtdKWwPhHTD8ziDa+3elTfsJbzd/J0pWR1X7hduQlfjrSmS+K9KJBvrYZuvZJjIiNPgMN35LNtzdTzasFKrlJFnTv+yO1G7akgO/z984Bvy3sebSeSg5rWH32+e/t68pK8uTaT3CQDQUcirH00gQWNNzODwc/Z0z1JWmcd5RyPonUjcLdu3ffu1n015WruHrtJiWKF6VMqRIYDAZOnj7Lk8BgOn7RhprVq2S4L1/ftysYmKQ1cuZGMM5uuRCEFwNoRh/9hv4VJuFu7fnavqxUUMgtY2kQIhJELgcHMu/8CKbWWZ3mnChJjNuh5by/KcqkpIfAg4VV8Lt/E4AvpvekWPnytCncPc11kiQx6EBbLBRWTK9rstRHJocy+VTfdPORvg2SJBIVHvrS5/U6ZAIUdv+4C12JkojPvLyMqb6cYjYVmD52oCmdE0DB/7N31uFVHG0b/+3xuLuRkBDc3d3dS4sXCoXiUKR4cSlFCqVQoC2lOMXd3d0jxN095+x+fxwIpEkgQAL0/XpfV6/35ezO7Oxkdp557H5AKC6jp9MIBgybRKj2GUuvTEKjMKSoRUm8LMpgZ+SEqdoSc40VpiqL10YPnny2h4fRNxhUccprx+T75AG//byYfTs3MnD4dwwYNjHbdZ1Ol6OAYmFh1rmh1HFpTl3X1tl+V8jIcpSIokh4cAB2Tq4FXktFkiT8/f3RGbuRnC7xJOYOm+6vYHKtlay/s5CQRH/GVv+BrdcEfrucTKJyEoJkQL+yM+hXw4DEjHgmn+6LT+xd1rY8iZ1x9r1BEMDTRoah6sOt8fedr8eP/zei8QtKpryrPBFFkfO3gzG2evv98ccrE2jo1p4yttUwUgt42sjY93gfPrE+DKs27I3tZ5xYgYnSgYZF9MUOvz7YEm+rcgyvMoegWJFhW9JIeX4IK5N5mCOLOwMUKpd8aFIAP16ZyNwGf+R5z7vKFEsjAWdzgSa/N+HQF4eyGd//16ATJR6GiWTqJHb+9SsLpo0iNSUZjIFOUN63FhO+W4p3yXKcDtjLvahrVHdqTBmbavxxdwkahSHdS35dYONJSkxg+8Zf2Lh2KWbmlmw+dC3bvvNPeRKZEspB382cCdhHU4+ulLSuyJqbc3Az86J3mTEAJGTEkqFNo4h58WzZLtGp4ZwK2EtQoi8xqRFEpoRibWDPwArf4WRShMcxt9n64Gcm1VqR53glSURKDKVccedCqc31+KkvR6PucyfiSq6yOD49hrHHumMlzuOGv56jXyu7govTz3Qu1YqIlBD6lh2ba9/XQk+z68l6ZtZdS3F7+QepsVIQ8vd/QaZ8bHkCEBqn5b5P6DufueUyKGEve2snSbpWv+d8e7wH39b4kcSMONbcmsPMur+i1Wlpuak1yYnVkWOJt2FPrs9wQ5eRgsbAMFcu+Q+F3OTJqKOd+a7WT9kCy15AIYNidrL/d0WrwxNEwhIknjy4w8ThvXjy4E7WNRtbB4ZNmE2rjp/n+f2na9NYdnUSKdpkRlad907Fa19AFEXOnjjAhlWLuHbxNFsOX8+WuShJEpIk5WsvCkrwZe2tuaRqU+hbdixquYYlV8azuPH2LOd6fuETe59Fl8bQzKMbbb16ZZ2RXqwxbw8HnC0KPqY0MTGRB8GpqI1fsgE8jbnLiutTCU0KoJ5rawZXnEpgrMiEXS+LtL/qIIlJjWDy6b4sb7o3x9nuBV3zL632U8pehewD8FH+p6N8Gjav1Awd5+/kbfN6E1wtZe/sVH4QHkfVtW6Ut6tNv3JjqWhfJ+vamadaZh3UO2gVMjA4+zVPzuj1hgnfL6Nb78HZ+kpIj2Ps8a781OxAoZ7930Y/MdUIuFv//yTiEUWJO6HpDN7XFqMLJhxdvyPrmkwuo+5XbTCsYkScNooKdrXQKI2ISQ0nMiWU2LRISlhV4GH0LfqV/ZbY9EgCEp4iSjocjN1wNHajqEWpt5Ixz/ye8MfqJezavY56/Vvj1aAMPrH3SdUmIxNkyJBjprFElESCEvzwi79PUfOSeFqWoZJ9XWo4NcFY9e5U1Bm6dFbf+J6QpGeMqbYISwOb194vSSIJ0WFUK+WIWlmw61mURGquqsuSFgcwUBjmen3l9WkkpMdiw1y2XX/5ffeqpqR12WRGH+vM0qa7WXb1Oxq6teNxzG1Ucg2diw/I1peTuYC1ceF/Ax9bRyn0N7x5+y63bt+jcsXyDB7QhxrVKlOnVnVGDRuMjbUVO/7eR2JiUmEP47XI0KUTlxaVLwcJz402+YWhSsDOyAlR1BGVEpbtmkwQGNNYjfXz/u6ESFQZ9LJI1bGlOznpvydHn4IgMK/BJq6GnOS4/y54nm5ub+TKncjL+R5bYUKU9PyN/8tYe2MtxkoL3GUl6Nq0wksHiTGYtbJi86irjPpuPiamZhSzLMvyZnuYWfdXajs351TAHvb5/MnWB6tYcHEUgw+2YN6FkVwKOYZW1OZ4Vj3X1jyIvk5YUuBrx+ThVYJpC39h/3kfPu+f3eAaEx1J27rF2bh2abYossLC2OqL9BHGCb7ZfteK4BspkpJReOtDkiQmTZpE6dKlOXlST1v36+359C4zmvkXRyJJIuNrLGPDBVh/+Rmxqu6odHUZWnkO/WsaIggC088MIDwpkNUtjuZwkPCcZutDOkj+gx7/BpmSF7SilvtR1yn9vLbCi0iMo75vrkfyAq28WnE6cG/Wv7+pMpv9Pn8B4GwhY2SjlxE6D9RNsS+rr4N0/tRhzhzbV6Dv8wIOxq7IBBmhSQEF3ndMskRKBjT2aMzBpwcLvP9PCZFJetqNyaP6MWPcV3oHiRzUXTWMqbKYdRtP4uzpwYyzg7gSepLqTo25HHKcEUc6EJjgQ7cSg/PxlPzD2MSU3oNGs+/cE35ctyvHIXX80M+ZMqo/YSF6uWRj6EDP0iNY0WwfKrmavx9vYGz1xQyvMgdzjRXmGitcTT3xtCydgw7MysCOjt79GVZ5FtPq/MKKZnv5ovRwfrj8LfMujOBKyEnOBx9m0IHmHPbblueYY1IFopIKXracPXuWihXKMevvofQoldOZmZgRz7jjn2Oc+X2Wg0SQxWBhN4M5jebx9+P1fFFqeK59x6VFs+rGDMZX/xEbkw9fhP7/M/7N8uRVvEsWCYBaIaBSQGP3Thzz34GbmRfp2lTCkgJRyBUsaDwPlfoR6fLD+CWFUHaQXidJS01hyexPJ5MEoHvJr/nrfu5OVK0IQbH/2zrJP6HVSUQm6ekae7SuluUgUSiV9BvyLbtO3adN5555Gh8ex9xm2JG2VHVsyJTaq95ovNKKWsKTg7kbeYVroae5HXGRh1E3eBR9iwdR17kXfRXrcvZMXbuaDUfP4u5dIlv7o/t30KNVtayM+NwgSRLbH65h/sWRfF5qGHMb/IG3VTmKmHtT3akxm+/nzCR6E4palGRp093EpEUw7sRnJGUkZLselSQRnZyzpsv7IC4ujsZNm/NFh8ZZFDFp2lQWXBqFq6knmboMBlecim+UyJgdaVkOEldLgQUdNdg8N1CtujGTrypMzjX4Zf2dBfQqMwonsw/jIPkP/xvyxEDFe2XdOZiY4WziQVCiD9sfrsl2rY6ngo7l9Wc/rQhCvSXIDPWG5Z8WTs1BEW6qNqehW4dslOMfGwlpElFJBbsf/FsQlSyx9Nw0Hv1166WDRA7uXUtQalEVSjWvyNBqM/mp+X4GVJhEz9IjGF5lDt/VWknLoj04G3iQm+HnGX2sM2FJAZSxqZrlRLsWdprJp/ow4+wgHkbdeONYnsbe40DsJkLrB1BrYTPK1q9OTaemTKvzC8ua7ub7aht4OuMeRe55U9mmHlaGtuzt8oTRVReilhuw5uZs2m4tTqstXgzc34RvDrdl073lRCSHvPHZL6CSqxlaeSZflB7OhJOfc9Bn8xspJLOoHAuQy1GSJD6b+RlX/7zI9TM5qev0+kl3HIyLYK5dlM1B0r+mkh5VlCy/NpnBFacSnOhHXFoU9kYuXAo5RifvL7P1pVGC1VvYwf/NKHQnyaXL1wBo1KButt9VKhW1a1YjIyODazdvF/YwXosLwYfzTbUlE8D8LYqSGyj1Eeftvfuy8/GvOa6bGQiMf6U+yZkIV6p00kf/xwRH4OfzgJTMnAJVo9DQs8xI1t2ez/mgQwD0KTuGDbffjdKpMBCbIpH8P8rfKEkS005OZ1LNVdjYOeBZvDQABsbGFB9fnjX9jlLMq2yOdjJBzpaHP+NmVgy/uIe08vyc7+utZ2XzA3QpMZDb4ReZfLpvtho2PHeMfVPpe5Zd/S5f47Oxc8DQKHsBv1+WziY4wI8F00bRsWEZjh/YVai1Y1RyNVNq/8zMc4NJSI/Ndu1Fsd3U93CUiKJIUlJSVnHIF9DpdAwaNIg5c+aQkpLCN73bcv7xYTRyA1Zen04p68r0LjOOH45nsu1mEvGqQZhmzmNYzY58VllJqjaFyaf68jDmJgsabcbRxC3HszXKty9o9x8KBv8GmZIXzgcdpLZzcwRBQK3Q7/8AD6IeUNw6f1RY3jZuRKaEkCnq00VKWJVHQOBB1HV4roR0KPdSCTFu/SuCgT5SccH0MVl8sQWNriUGseVBzkLUBYGgOJEBFQew7PKy/9l6V1qdlGXcr1H35XnE8+vSTP3sF75oN4wH0dcZfrQ9LYp2Z3S1hVSwq8VXFSazvNkeJtdeWShZQjxPdXd0zr4P3rp2gSN7t7F76wba1S3B8vmTSUnWn1WUchVtvXoxoeZSHIxds7VLzIjniN/2rPX7OnhZlmFho8208vwcD4sSDKk4jZLWFTnit41LIcfybBcSLxKX8vbrJC+ZsnfvXpo0aUKyYxIh559xeNvWbNdTMpMYe6wHJH3H/UD9WUAmj8bcvh8z6y9iy4OV9C47OleKgaiUMCaf7suoqvOxMDTB/j+58kHxb5YnL6B4h1okr8JYJVDbpQVnAvW1Dj8vNYw/7y8DoJx9ORp4FsFIakmi8ltCDCphVV2frXZg1yZuXDlXQG/x/qji0IA7kZfzrHGUkFbwxu5PGZFJEjoRylWqjrGxPlrW3bM4f+w5z7DxszAyNsm1nSRJ/HlvGatvfM+c+n9Q17VVns9IyUxi28PVDD7YgrHHu7Hm5mzOBR3kbtQVLoUc53jA3xzx28bJgD1cCDrMyYA9bLm/kp0Raxl1tBPjjn/Gnie/E5UUztK5k3h49waDejRnSK/W+D55kO1Z8ekxTDj5BQnpMSxpshNPy9LZrnctMZiLIUd5Fv/kredKIVPQt+xYPi817LkBL3tAWnCcRGLa28mUvORJaGgo9erV4/LF8zx5eIdxg7vrabYvj6O2cwv+fryeX1oe5XawjrE70ojX17emqLXA/A6aLAPV09h7JGckUNY2Z2ZCWFIgT2Pv0dij+VsFdv6H98P/gjyxN30/06CxGrqUGERsWiRx6dFEp4Znu96vhpIyjvpnJGSq8Oi/HwQ58XExrFyckwKpU/EBHPDZRHJG4nuNqyARGi99tBqrHwtancRp/xsEpflRyaguKEBRW0mRKd70HjiKte2PM6DCpGw2k+SMRNbdms/wI+1IykhgWbM9HOsRTJtivfj55vdEpIRQ3rYmLYt+Rv9y41nSZCc9S4/g7ye/MfxI+yy99gXCk4P45eZsBh1ozvaHa6jm2JAlTXaypMVOelUcRRnbahgq9bavdT/NJ9D/KUtOjmf2H0NIDk1g1LHOHPbfSg2nxmxoc5bjn4ewoOFf2Bm7YKgwRhBk/HhlAmOPd8c/7lG+56akdSWWN91LQMITxp347I0Bg6mZelrst0Fe8kQURUaMGsEWny3oLukYOaATwQF+WdefxNxh1NFOfFFqFD4Bn/P37ZeB2EPqKelSUcm9yKtk6NKoYFeb5Ve/Y2ilmcy/OJIx1Rbl0CvtTWWFpmt+aih0J4mv/zOUSiXOTg45rnm46z8kX1//wh7Ga3HEb0e++eTMDN4uWksmE9AooZpjI66Gnsy1SFxpRzm9qum56CUgruRYVBZ6w0LQcT/+vr4+RxuA7iWHoJZr2PxgFVdCT2Jn5ISFxjZfHtgPhaC4/80i7jNOzcBUZUUZ26oIgsDU+atp2KI9dee3oFetkXhZlsnRJioljJFHO9LCoxtflp/AgoZ/sfTqJG6FX0AQBDzMSzCgwiSqOTZiyeVvc7T3tCyNqdqC62Fn3nq8kiSRkvTygBH4zIdRAzszoFtjHt4tvPXiYOzKiCpzGHOsK+HJQdmuaUXwiRJJeYukFlEUOXDgALVq1cLV1RVvb29cXV2pVasWBw4cIDU1le7du7N69Wp47lwaOWkem/1/IiwpgLZePWni/jkzD2Rw9KGOROVUjHWDGV2/FB3LK7kUcoyhh1rzMPomf7W7iotp0RxjEARwsfj/IyQ+NfwbZEpe2Pt0I6089bzfL4xaoYmh2Bvb53s9GSqhmmNDLr9iJO5U/MtsDtT+NZWUctCL9ySdAa5fbAdBRqD/U/5ct6yA30qPcrY1eBR9641FuN8FaZmQqbWghnMNDjw9UOD9fwp4YdACaNn+M7r2GsSA+RMpVb0SLYt/xqPoWyy9MonFjbZRxaH+xx4uYSFBmJiZA5CensaaZXNoV7cEuzavz3GIB0jKSOCXG7MYd7w7QQk+DD3UOocC9AKp2hRWXJvCnYhLAJS2qUINpya0KNqDB9E3mFhjOb/d+eG1Z53AWDFfQRpvkinr16+nffv2pJEGNaCaoiGtOmbn7v/x8kzio7/iWbi+Jo9SGYWZfT+m11+IodKYgASfHDz+Gbp01t9eyNQzXzK44lRKWFfEyVz2X8TvB8a/WZ68gPU7ZpG8gJFawEBhiInKnIjkEMrZ1cAn9j6JGfEAjKs5BUur7Sh1NUmV/4q63iwU9hUBmD91ZK7f+8eAIAi09erN7sd5Rx2HxktkaP/3dJJ/IvMVp7uVjR2T566i91ejWPHbHrxLlsuznU7UMffCcNJ1aSxouDlX6jKyaLi+Y+zx7hgqTfixyS5+aLydSbVW8FWFyfQuM5oB5SfydUV9bcLBFacysMJ3fF1xGmOqL8qK9p1UawUyQcbUk/1JaBADz9nbzp04SJcm5Zk7eTiB4T6suTmHccc/44vSI+hbblyulFoyQcaoqgtYdWPGO89bebuafFdrJZNP9+Vh9Ev5IknwLEYk9Q2G0TfJkydPnlC7dm1u39Ybyi2sbBgzdREHfTcjF2RsuLOYKbV/5n6IBZN2p5P8XD8qbidjXgdNVpCmJEksuzqJIZVyf9cV16cypNJ0nM3/f9ICfSz82+WJsVrAVPN+ZxCFXKCddxdkghyNXMPWBz/nuD6hmTrL2Zdk6I15Y329wa2/r+Lpw7vZ75cpsoKCPxWIEgTE/m/at/JCcHw6Cy+O49vqP1D2y2pYfGPNgP4T2Nb7Ju29+6KSq7Pu1YpaNtxZxOhjXXAz82Zl84N0KzkYG0MH1AoNo6rO56dm+1l+dTID9jdm1+N1Wbqju3lxvq3xA9/VWsmWB6uYdnoAe5/8wZhj3fjxykTK2lZjRbN9fFvjByrY186Rlc5zainfjIfwJVAJ0gJTOb/oMGmrU2io6EB1p8ZoFAbw3MExs+6vDKk8g/tR15DLFHQrPoiV16ez6NKYrHPQm6CUqxhY4TsGV5zK7HNDmXSqNwsujGTdrflcDT2VI+A9PlUiJP71Z6c3yZP09HR69+7N0qNL4RGQCUPHzsTJ1R2AvU/+YMW1KUyrtZGtl8tz7JHeBi0TYHQjFW3KKNGJOpZd/Y5hlWdx4tluSlhX5HTgXqo7Nc5hAzPVCFnBnf8fUKjSMy0tnaSkZMzNTHNN57Ww0CvYkVHRhTmM1yJDl05sWiR2Rvnj1X2XFERDlYBMkFHTuRlng/bnek/XSgqquOnnKDFDjmf/fSDIsY935nzI4VzbaBQGNHHvQl2XVqy+8T3JGYn0LTuWdbcXvPUYCwtpmfoiT/9L2HtrL79eW8/4GsuzfrO2tafaiEbYmjnSouhnOdo8jb3HhJNfMLb6Ymo6NwPAVG3BgoabWXNrDr/cnJ3ltW5frA8GSmP+vJfTmDmo4hRW35iVq7PtdRAEgemL1rBp/2Wq1HxpYLt64RSftazK9HFfER0Z/to+3hUlrCvyXe2VTDrVG9+47JFhogQB8XKS8mHMSklJoWHDhnTv3p3z588THBxMSEgIwcHBnD9/nm7duuHg4MC2bXoqFoVCweylv+PayItnCU/oWWYUJa2aMn5XOhf9dKTJDiJDYkbTdrQopeB+1DV+v7OEKg71+bL8REzUuVMLOJr9R7P1sfBvkCl5ISY1AgEBSwNb5DKwfC5Ljvkdo7FH/osSymQCrb06cdTvJRds7zJjuBt5JSs6XyEXmNhMhcVzWtJ0y4qY1J6EWq0ptEO9IAi0LNqDAz6bCqX/iESJryoNZ8nFJf9Tiokoipw8dSabnBQEgTHTF3LV8BQjqszFL+4hiy6NYW6DjW9dlL2w0KxNF/aeeUyvgSNRKPVBHpERoUwb8yWft67O36fW039fA4Yfac/wI+357lRvvK3K8VOz/fQtN4459f/gj7s/8sPlb/GLe5j1N70beYVhh9tS3KoCG+4s4u9XDJ6CINC95Nf8fncxs+v/xuLL4/KMGhYl8It+vVHrTTKlQ4cO9O3bF51OBy2hekYTlv+yFwODl3y/V4J8OPTIh5i4RmgFPwTNbszs+zOz3g8UsyzL0iuTGFZlVvbnZiYx9FBr7IycWd50DyWtK2Fu8P7Gif/wdvg3y5MXkL9nFgnPI38Bmnp05shzKrtO3gPY8UhPlaJRGDCp9nTsLR+QJj9AphCMTZe/EAyssLa1Jykhf0aED4EXtGF5nZF1IgT+j9NuXb58mcCoVF5l82jYoj0jJs1FpVLn2S5Nm8rEkz0pa1udvmXH5hm48SDqOsOOtKWMTTVWNNtLy6KfZTOQvQ3M1Ja08vycFa33snH0ReoObYWqvwY+A11rHX/FrKD90lKEXHvGskZ7KG1T5bX9uZl5YagwztMBnx+4mBZlQcPNrLw+g8NBL6kddSL4R+trhuWGN8mTLl26UKpUKXx99RTEDs5urN9xCsFe4IDPJu5GXqW6UyNSElsx+2AGmc+XcBU3GXPbqzFWv/x77Hq8jsr29XLNdL8beQWN3IDqLmX+01U+IP4X5ImDWcGsF0dTc1xMPHkYfYsb4edI06Zmu25pJDCpuQrF82nSVByMpngHbB2ciYvNOT+1nVvgH/8In9j7BTK+gkBqBoT+j9PKA0RHR3P7zj1mnZlBR+8BrLoxE51Sx5HhgXQq82VWrRidqCMwwYebYecZeqg1lhpbVjY/QMMi7XJ1ape2qcLK5vuRCTJ0oo4xx7oy98JwHkRdR5IkrAzsqOncjKexd1l3ZwEqmYo+ZcdQzbFRrvVpUrUpnArYw4yzgxhysBVxFSJpVeVzatxqAieASLh19QI929bkuxF9CA8Nztbe1dSTGXXX0rvMaLY8/BlLAzvK29ZkzLGubLy7lAzd61kYJEnifNAhfro2FYVMiVxQcCvyEhJwO+IiE0/2ZOGlsWTo0rLaRCbmnd36JnnSvXt3HBwc+GPjH1ARhBsC0xauoddXo8jUZTDn/DD84x8xucZW5h0y41qA/jlKOUxqrqJJCb1zafujX2hUpANGSlP+ur+cOs6tuBRynO4lh2Qbj0zQ1yL5/4SCr0T2CtKe03qo1bkfntTPD2tpaWm5Xs8N7xqx9KKdKErIZC/7OBOwj5pOTZCkN/erkAkYqd6eR06jkJAkkbaevZh5bhB1XXKmLgvA6EZKhmxOJzoZYuRuNJ5wnFl9KzLyZOc8x9e+WB++OdyWDt792fl4LZ+XGoa5xprroWeoYF/rrcb5Kl684z/n610QGg+magnFv6xgoiiKpKSkYGhomHXguXz3Mp1Wd0JIkeNQ1zXr73Ix+Ci3wi8wssScHHN2NfQU624vYG79P7A0sM32tzRSGrO40Tauh53hz3vLCEh4ylcVJvNV+e+YfvYrtjxYRSfvL7MEjKnKnAZubdn2cDVdS3z11u9UvHR5ft50iJNH9vDD9+MJ9H+KJEns3LSWw3u28OU3E/is71DUGk0BzOBLuJh4MKfe70w7OxBbQ0cq2NWion1tHIyKIErgG6nDzYo8PdSiKNKiRQvOnz+PVpuzZgvPiyC+gIGBIQt+3kyNuk1oucWTAeUn4mrUkFHb0giJl9ARRppyJUub7KCKm4zgBF+WXB7PiCpz+eXmLAaWn5TrN2dmIGBpKHy0yMmX+9inEbn5oVHQMqWg5cnrsOfJ77Ty7IEkic+jAfWy5KjvUWY1mPVWYylm5UZ4cjAZunSUMiVKmQJPi9JsuruUnmVGAmBpBOObqpjwdwaiBEY1xzJ+xABaVrHPl7x7FzRx78SwI+1p79Unh4HlfWWKJEFCsjH13eqz6+Eu2nm3K7BxfwjkJk8yMjLo378/mzZtYu7yP2japkvW/WtvzaeVaw8S0uOYfX4os+v9hpnaotD+du8CU3NzRn43j05fDODH2RM4fvBvAB7cu87UQ19SL7E148YuxtGlyCut9MV5LTRWfF9vHVdDT7P1wc/4xT/EWGmKXKZgfoNNmGusqOfSmpXXpzH/wkhGVp2HQqagrksrTjzbzePo28you5bvzw2hvmsbOnr354Xv7MUa0+rAN1KiqLWASvHP9fhmmZL+gpquHJR2qcKKkXuQyWRZf4PbwTpGHpyMqHUkRdURE0VROpWvQCuvNdgZObPq+nRKWlfExcQj299txbWp9C07jupOjQAJAQl7U9kH39f/kyefhjwBEKV32x8tDAQE3o/fWiEDlVyiumNjRt7vTI9SQ6nr0pKvD7Xks5JDUcqUlLerSSPPkxx54E1wyjjMDTdRbfx1fuhtj1wmfPB9KS95ohDk1HVtxTH/7TRx75xr28Q0iEyQsHpP59LHRm4yZfPmzfTp04f6TdswZ/nGbMba18nguLRoJp/ux+elvqG6U+Nc/55aUcuvt+fhH/eIOfX/wEJjXaB/dyfTIvzYYydpaan8tnoR69YtJE2bgi5eyw7WcOOPM4z8bj51GrZ4bT8Dyk9g/sWRLGq09bX3vQ5magsWNtjKsgsTmH5mEONqLMZAYUh65kuZ8mrWX37kSXJyctb/L1qsJD/9sQ+VuYYZx79CLihIzUzGQVjG8lMvqSgbecsY0UCJQi5lBRJEJAdzxG8bS5v8nWP+RUnkp2vTmFVvLbbG0n8y5QPi32Dzeh1MNQIaRcHUSjBWSXQo1ofl16bgbVmOPU9+y1H8uYS9wMDaCn46rf9erNqtYVEHBd6OBrnuK2OrLWLa2YEsbfJ3rtkD74N31U8iEvTv+qoD89+K3OSJv78/LVu2JFIeTalvqhKU4EdN56a09vwCUZQITw1m3aVFPIt/jIBAbFokUalhuJl5ceLZ35iqzKnj0jJPh7urqd4+s/3RGpY22YVv3H3+fvwbM85+RUpmMq08P2d1i8MYKI3wj3/EpnsrCEh4iqWBDbaGjhirzHkW/5jYtChUchWVHerTt8wYNt1fgaOJG5+XGgYt4OyJgyyeOQ6/pw8B2Lv9D47u30G/IeP4YsCIbIFPHubFmddgIzfDL7Dm1hyqOTbERGXGkEOtaO7RjcoO9XAxKYogCIiSyLP4x1wNO80x/51Utq/LpJorMNfoKa5TM5NZfXMWYcmBTKixlAdRN5l0pS/jai6huLU+ozMoBhSChInm7eRJQsLz2lllQP5UwYIVm2jQrB2RySFMOzuQTt5f4m7cmlHbMwlP1K9vYzVMbamitKNej4lJjeDEs79Z1mQ3a27NpoN3P368OoGZdX9FeF5o/gVsTAQUsoKtpfImfGx5UqhOkjdDP9FvQ1sTHvxuhWHTtAByYqNeRstLksSfd5YzpeJKoiPCXtccAGtDifB3+EOlayE6Ru/1VOpU3PI9j7OxR673Dqkq5/uTxoiSwF1dBc48TMREMOVxwC2sNHa5tqlj04LwqEBOh+6lsVUHursMYsblwcyt+jvy9xQkr87X+yAzXsLB5NM/NOmjek+zZOlygoKDkCQ9vZKzkzOtWrVgtu88MrWZcBym+vTn+x/W8ST+Dr8+XMC0yqsRBCHbnB0L3sW5sINMKLcUKVEkOjH3dVZUUYKiniVIzIhjzpURzK66nq+9prD72W8M2tucfsXH4mWmp/Cqb9GaRbfHkZQYR7sivd/pPcuWr8rqTQfZtXk9v//yIynJiSQnJbJh1SIaNGubxV9ckBCA6eVXE5Eawt2YKyw5PwFLtQ1flphAdGQ4MVHgYCJirsm5AR8/cZIbN27kKSyyPUeQ0XfYVLyKl+KbA21wN/bGUWzHiK1pJGXISJedJF01n4kVZ+JhkIh/UCDTrn5FFdt6LDo/hpFl5xKTS1aNWg7WFjrCU3N97AdFZGhQPu76/4i3kynvKk/0kOd7f0zTpXLC92+aV/uD6IgwLHQ6wp9n3gZE+SNLyCQ8If9jSckQKGVaiWP3d1DFth4AXYt8xfK7k2lp9zKTzUkJXcuo+eu2Pq14zXUz3CwjsC/EvbiYUWmOP9hJeeuauV5/H5kSDTSxas/oswOpalQu1+ikTwmvkycDB/Tn9z82cuasntN/6ugv8fAqgYWlNf6Jj3gQfo1WZRcy9WR/xpRfhJAE0UlvPqd8DBgZGjPx+2W0bN+DlYun42N3H27CqTt7qV+zzWuNWu7yYrh7jAUgOi0cS7UtuoRMohP07/qZ6xBOBO9m9KHOjCv/Axq5Af08xjLl8pdMq/wzU8qtZIffr3yzvy1DS8/AxsAhxxqLjQA3C11W1CJvI1MsQKigoXvxb4mNisj6+bS/kp+uXSdVeRNDqT8lNd8ztk4yVoYSUrLEnKvDMFNZ0NlzQLbz5eO420TGB+PlXirrd0dTkZiwjxeR+J88yQsfTp5EJwuA7K32R5kAVuJLWfI+SE2UkZgqYKOw58rTk3iYFqeaVSN23lpLI6f2AHR06s3VoAHEppYgVf47/im9+OlYPD3K5d/oV9DIbb7qWbRm6tUvKW9YM08ZERsJHpY6VDkDUj9pvE6meBfzYuOmvwA4vHc7pcpVoVWHHjn6+OecPUt8wrK7kxlUcjKeylK56sPhKUH8eGcSDZzaMqrEPMQEbdYeXRjo1P1L6jVqzbqfFnBoj97Z4ff0Edt+/5mSpSu8tq0CBVZyO048+JuyVtXeaxy9vUdzLfIMQ/a1pG/xsZS0qARAXKSEi5nIi63hbXQUucaUzwdNACTGHfmM+PQYdJKEu7CDPbdfLsjW3ml0K5NG/CuB9ZIkMev6EPoVG0tcVGSOvg8HbaOcWTUc0BIVGpjj+ofCfzIlN3w4m1eGjrfSUQDMLHWEF9BWLklQ2aQmCkHJndDL3Am9SD2LVjn24xq2cNvNkLPPVOhQMvuwjpmNwzFS5TwPyZFTx7o5P1+cQXfPrwtmoP/Au+gn8VF6WaL4tNWRXPE6edKhXVt+XLaciMhI6AE375xnXKtF1DBtzKNnN/nz6XLiMqLoXvRrOjj2YfHtb2nh1J1mLvpgrxRtEtt8f+H3W8to4TQSO3VF0nUC6Vr9+lfKJJRy0ChK4qyswMLT39K2SA9CYv0paVqJomYlORm0l5AYP9oW6YWrsScDPSciSRLJ2kSi08JJzIyjnnsrLNTWJGTEcTfmMiMOd0SSRGwNnLgWeAYzlQXFzcsz59ffOLvnIBt+XkRiQjxpqSlsWLWYRs3bY2ZumWNuXAR3ppX7mSNB29j77A8GlfgOn8QHrLs6n5DkZ/qbBAFnI3dKWVRiarlVqOTqbPoLwBduw/BLeMTk4/2o79SGSRWWs/TKd1SxqUcL1+7w/DziZqFD89xkm295IgMqQG+b7yhboRrnHh9izYM5fFN6BrFxJRl5MJ205/NtYSAyrk4SDgqR6OeqzNwbI+jpPpzb/he4H3aNyLhQWjl+hixJyKZvahQgSjrCE95rub0zPpY8KVQnicHzaPS0PArFvvhd8xZR63ZOrvm4KyeS03X4xoRhYW2XFf1xKmAvNVwb4+rkla8+vGxlaJTv5i1OVOnQiTC0+kwWXh7DD4225yooa9hC33Qta8/rP4yfrxjTpmpjnumeUMw2dx7ZbtZDGHqoNY09O3M9+RwtinanXUofjkTv0HtR3wGiKBEbFZ5tvt4XpjYyDD7h1N+UlBRatWrFzZs3X3ponyMsLJyrcdegGKAGL8vSTF+0hlhlFOt9FrOw6WaMleZZc5YppvPDlfFoFBoWNduW76gHK+wpGVqBZ+JTKtrX5kv7ibRP6cfya5O5nniOwRWmIggCc+02svrmLNb6zmd01QW5ph7mB4NGTaFrr0H8tHAaO//6la/HTMfNo9g79ZVfWGFPCbeKdOErtj9cy/ybI5nZcAMapYZ0QG4my0EfsWLV6myZIq+DzMKTI75HuHhtHzFp4fQrdpbZp9SkSvdJUs3GUu3Bmlbb8bDS09ZMO/wVKMDS3I6fqx/OdS5lAhS1kWHwjt9/QUEURSJDg7BxcM41nftNSHz6tFDG9aFQ0DLlXeWJKIr4RIfme3+ce2E4AytPwtbeGVONgIuV/m8XGB+Ih63nW4/DRpRon96bNbfm0bx0NwCa2HRm0e2xiMYSNoYv+ZB72UgEJWdy1kckVSuw/LIZizupCm0v7mk8irkXhtGoZPY6XwUlU2SCPS2Lt+VC4nU6lshfLbGPgTfJkxs3b+ppnAC1WsPs5b/jWbw0OlHHrze+5LtaK/nx4ngGVp5CSadKeT5HJ0qkZOipLQVBv1cp5GCk4r3qFLwLGrXsgHPVokzfO4DQHwPxqFaCdt1yZhXlBSvsc/29s+1AXEI8mXNnOLPrbcBFbc/IGvP45cEcZtZdx1d23+Eb94ClVybhpHbnq6pTMNVkp0tMVQp4vBL9m2+Z0soA2dki7AzZTatWbdGJEmvPa9l2K5xoTS9MMuZR17k7E5opMVQZI0oicy8Mp6htSbqVHJytK62o5bfrS5hVbwOWBjYAmBsIuFp+HO36feUJ/3KZ8qnIEwAxXkekb9hb7Y9WRgJOBVRzQJMqIYsR6VlxBJsfrGKi5zI+sxjCmOPd6FL+q6xveHbjNYw83IenUXdQ6xqz/7EjZYuYUM/rw3ob3iRPGni040byOZp6dMm1PUC6SsDF5t9j2XqjjnLtWta/O3TvR4/+w1AoXuoeuc3Z2aBDrHuwlI6eG3kcY8uFQD1FcmyKRKYOMrQSMbptxLERL4MlXHvmgW+EgLWxgJWRgIOZgKulgIPp+9XFyQ1WtvbMXbGRngNHsWDaKO7fucbYaYuxss1dTryKDvL+jD7WhaLmpZAJAiDoaxRWmYebWf50/hfz1bhEZ6oWbcjya1M4FbWPoZVmotZYoTUUcLbQr598yxOlEZgWYe/Bw5w230J4ehBquRkWqZu4H6t/L7kMhtRV0KKUeY7mB3z+orRDVSoVrZfjWlJGAiev7eX3dnvxtHk3+rP3xf9nHeVTsnmlZuh4Gp1/eWJmIOBWwOeQkgYiLjc9iEwJpbF7J+6mXaWBW9sc941pLhG2I4OnkRIRyXJ+uWHBtFbKXPeT7jZDGXO8G3HKGIpalCywsb6vfqI1EHD6SOe4d0W+5UlpMDA0ol/9cbQu05PdT37jsN82BpWfggPOhBLEvGsjGVVtPgayslwNE3kcIfEkwoLQhOnEp4ezMHQmcukKxtoxuY5FYgAxqtbseHqSMsarcbAqhSDK+LLMYFDc5sCzXwlK9KWsTTVqODdFrVGjURshZkocDd3BncgrGKtMCUn0p7lnN/qUHYtckJOiTSI6NZxb4RfY4L+Y+GKxtF7Vk6Azvpz7/SADR0zCo9jr19Fndt9Qz7st8y4Mp1GRjkytsDrb9Uwxk+SMhKzskdxgZWtPBY/arLoxk3WPFjCr4e/8fHMGu0LX06/stwiCQLJMwMFGn/Web3lSGQQfB26F+VKq3UX2BPzOj812cui+CesvarMoN71sBKa2MsDK6GXGzKmAvThbelDNqzEjjnakqVdnbkdcok3ZXtkeIQAe1jKMPkK21MfWUQrVSaJWqzAzNSEuLh5RFHO8YHR0LAC2ttb57vNdJ0kmk57/r4AgyJAkib/u/8SiRlsR8hGNaqgCQ/W7KwEmGn2RHhczT8rb1eKA719ZBXz/ic4VlNwPlbjgpyMxHc48qIq16UIOz9vGxFnLsbTOXkhPJVdT360tZmpLdj/5jRZFP6Ntsd58c7gtTd27Ymvk+NbjfZFu+GK+CgIhCXpH06cIURRp3br1a1PbKA+owOiCNWv3HCdWiGLBudHMbfAnZhqrrLS0oCQf5pwfRo9S3+BmVgyEt5vDL0qPZPb5oVRyqAuAjZEj0+uu5bc7i1l6dRLDq8xBJpMxqOIUDvj8xXen+zCr3m/v7CixsrFn8rxVfNbvG4oU9c421rCQQBZOH82gUVPx9C71Tv2/Dp2K98dQa8i4k92ZWns11ob2hCaAVgJHM/04RFEkICCf0TQmdojNIwmR0qmsKouLcjo/nnlCsuIHBDTUsJ7LrFZeWZv97ie/4RN3jw2tz+b5nQgCuFt9HAGRF2Qy2Tvvhf9mFLRMed85zM/+eDbwADJBnlWLyMbkZXHmc0HnqOdW763HIZOBl3VRIlKC0Uo6lDIlckGGu3lxdj1ez8AKk7LuFQQY1UhGQEwaAbES/jESi46mYXpnNl7epWnZIWcNpfeBrZETLqaeXAk9SVXHhq+MuWBkigQ0c+/LvIvf0LlU7nQqHxv5kScvHCQKpZpVmw5RoYqeHnPT/R9p7N6JcyEHcTJyp7pTQwRBRlyqxN1gHX7RIgGxEoGxIlFJEsnpL+ITs0N4nlptZiBgbypgbybD0UygiKUMDxtZVgHYgoRW1PLjtQks7bYbTSdDEuJjkf1DLs34dhBVazagaZsub7Xuqzs1xlRtwbgTn9GuWF9UMjWSBD9emcg3VWZR1KIUPzTezqF7Wxh7ohvtivXOdsZK1cKzWL2jRJKk/MmU0kYIscYIiWpCQ0OJS5GYcziTa8EPiVW3x0DbjW6lejCojvI55ZDE4svjKGFdkY7e/XN099f9FbQo+hlWhvqsYLUCXCw/frH2/+TJx5cnMuHt9kdBADvTgls7pgYSMhl4WpYhPDmI5MwkjFWmeFuV41bkRSrY6fcnOyNnvqn6LUsuLscv+lssMn7jh+OZhN4/ydOLO/huzk9vFSn9rniTPOlSYhDDj7SjsXvnPM/GqZkQnayXyZ868qWjPIeTZ3kmz1uZY+99MWdhCSI77p/ngN9KElPNMEzfyE/PNED2Oi5a4TGJyqkoxfIYabcQnKIkGIncJI5SBq5WAsVs5RSzlVHCXoarpfDcQfF+KF2+Cut3nubJwzu4FPHMdm3fjo34PL5Hn8HjMDUz53HMbf64+yMZujRqOjWjnmtr6rrqKa6DE/1ZcHEUFexr8Xmp4W8MXnt1jVkY2DC59kpuR1xk/Mkv6FR8AE3dO6NWgo0x+ZMnghy5RVEkucTtErtwTyyCAmvSo34lMUPvIDFWw3ct1JR3zrlmQ5MC2PP0d5Y23Z3rmv/l1mwGVhxHURvNfzLlI+BTtnm9CQ5mBX8OMTWANl69+fnGDDLFTHY+/pWGRdrnuE+jhMkt1AzbkkZ8GlwNEFl+OIqgv4cxduoi7Bxe1gwWBPi2xo9MPzOA5c32Flg2+fvqJwlpEJcqYGn06dgJXod8yxMVyGoqKFOhGt0qD2HG2UHYGjmxtMnfyASBP64u5WTYGcoYb2TOflMiEjNydCHHDtPMZSQr5pOomIGxdjICL+cpXXaaZMUCDHS9SGUzz6KsCIoSgReMByWwNlpIcXuJjNTL7H9yFDMDEbkgQy3XUMO5Kb3LjmXamS/pU3Ysjd1fBs8Zq8wwVpnhZlaMtsV6oxN1PI29y02r8whlBK4oT3LtyGkEQcBIaYpa1HDjzDnq125DCfeKWGpsMFKZohUz6Vl6FL/f/YFj/jsxUBiRok1CJsiQCwoMFEZEp4bjbl6Cuq4tqe7YOMc5SCGXMaTSNA7e3cyYE134ruZPHH22gwWXxjC2+iJ0ksCzWPCwyqd+ogFKaZDtt+VJjUucDVIwrfZmlhyXuOD38m9au6icMY1V2YL8E9Lj+PPeMpY23c3uJ79Rwqoie59u5Mcmu3Ksf3tTARODj7uXfyx5Uuh0W55F3bl24zbPAgJxL5K9wNiTp/riZcU8c6eeKkycePY31ZwaYaQyydf971Kw/VUYqiD+OU3PF6VHMPRQa2o6N8NCk1NYCoLA6MYqhm5OIyxBIiDKgxtBV9Huf4SpuSVT5q3K0aatV28mnPyCsrbVuBx6nGqOjRhWeRZLroxnQs1laBSGKGXK93qH90VKBkQni1gZfXoHp0OHDr0+tc3w+X9xChRCMU7cOsre5NXMrv87BkojDvtt40bYWXwi72FpYsuAchP5494qMrRqIlKCsVFXxMukDyaKl2vdQCVgqgEzjV6wOpjJsDQEa0N7bAwdeRB1nRLWFbPu71VmFBvuLGLZ1Ul8U3kWgiDQomh3REnkh8vjGFN90XvNQW5OkFWLZ3B0/w6OHdhJs7bdGDBsIkXf4HV/W1S1bYCnY2m+PzcYd/Pi9Ck7FrBEqxNxsRBISUnJX6FmmRJZZSWEKhHsjAmLrM+lpF8QFCoMtV/jaL+NL2snZDk7YlOjWHhxNGtaHX+tI9HZXJaNK/I/fFx8qjIlN8SmRbHhziKWNt0Nz5WBV9fS6WenmVB7wjv1bawWqOxQnyshJ6jp3BSAdsX6su72/GxOEgBDlcDklmqGb0kjJRPO+QkkXEnFcOtY6jVpjZFx/uRgftG/3ATGHe9OZYf6hUKJJcOS+LQUUjNTMVAaFHj/74s3ypMsCBjYlcxKhw5IeMrVsFN8WW4C628vpKvTUn45l8mNQBG/6LejY5KAxHRITJcIipNeUTj0sDIS8LaTUdJeRkkHGV62MpTvUTcsU8xkyul+dCn+VVYmk4lp9myOC6ePsOPPNew4s4a1K+YycPh3NGrRId+H35LWlZha+xduRVwgRZtEObsabHmwikcxtxhf40fczLyoYluPJiU7s+jyWBLSY/ms1NCs9knpEs9iwEqV/GaZIgehOsgO6B0aork3Azc/JjBzNumaY5hpJzC65le0KavKavL73R+w0Njk6iC5HXGR6+FnWdxIXwhYEMDVUvbBs33+Q3b8m+TJq7AwyFln530glwkYKPXn9NZePdn79A+6l/yabiW+ZsmV8VlOEoAaTk14Vvwx627sJE23FUHblbV3HYnevp16jVtRt3HrAhvXu0KjMKC+a1sO+W2hZdG8AwHCEiRMNNI7swR8KORXpsiMHUiWjLl06RI1augpL0VJ5H7kQ3bfv8VZv1tEZd5AKZbFUDsTI5xy9CESS4pyEZIsGEdhLhqFGxkyvVMpLzryTBF8IiV8IrUcuKf/zUQNpR3llHGSUdFFjpul8M4ONEEQKFaibLbf0lJTWTp3EuGxQWy8uQyb+o5UK96QfuXHUcTcm6SMBMYe75bFie9kUoQfGm9n95PfGH+iB/MabHrr4LKyttVZ3nQPq29+z+mAvYytvpj0NE2+dBS5iROSZTpiK18Uyaakp9uRGr0COXp56WqhP6e5WOSUh1pRy/fnvmZCzWW56vJ+cQ+JSA6me5mm/8mUj4h/ozyxMBQKZf8z0Qg0cGvHb3cWcyn4KJUd6nMn4hJlbHNS4NmZypjYXM2Ev9MRJTjoY0Kcj4Ry9gTmLPs9+71GTtR2acHep3/Q1qtXjr4+FkLiRYzUMtQFKJcLC/nWUerJEGQG1NK0Z+TRDs9r6TUmMjGdb4+NIjDaFFnqBoKR5XCeC4CtiYCdqYCtiYCZwSTuxC0hXTeZRk5zCUy6xsWIxVgLThQ12ERiminPEsoSLE3APHNttr6ikiXO+gBUBapiooZyznIquMiwVGUw+XQf2hfrSx2Xlq99HblMjrdVObytymXL9JYkicSMeBbMG4X/vkesP/GIUjUrU6lRXTQWhihlKlRyNXVdWnEx5Chlbavxeenh2fqWJAm/+Icc9t3KX/dXMLraQlxNPXOMoYptPcoXqcm0swMYWmkmfvGPmHiyJ1NrrwaMeBicklWj7rWoq0B2yxGxeiiiypjORX5g5DYdofEv235eRcHnVZU5ghWWXBnP4ErTSMlM5IDPX8hlcibVWoFGkV2fNlLr/3b/X1HoTpKaNapx7cZtjh4/zYB+PbN+T0lJ5eyFSxgZGVKhXJnCHkY2iJLI5gcrWdJ4R77uFwTeO+rSSCVkbSBKmZKhlWfy45UJTKvzS673G6sFJjVXM2p7Gpk6AYVJSeRlS7Jz01q6fDGQEmUqZr9fZYqLqScV7evw1/2fqObYCG+rclS0r8Pc88NI06WQlJFAObsaDKow5aNxuYfFS5gbSJ/cIe7777/PkW6YDc+XqOyRB0nqGBZeHcXsLqv5+cZMwpICqe/ahqq2A8iMC+Jy8G6G+yxHkz4JheSFhES0cIVrylEYaoehFuvm+RiNEpzMBezMv2H2malMqP47nrYyVM+NV73LjGbd7QUsvTqRYZVnIwgCrTx78Cz+EdserqZz8YEFNiepqSlcOnsMnm/+B//+i0O7N9O4VSd6fzWa0uWrFNizvCzLsKTJTi6HHGfCiS9o7dWTlkU/I0MHrub5M4LKrO2RPGJRBFVH527Hs6RLaHSdkcskzG2n802NCWy8/yOuQZ70LzeeL/c3pGfpURSzzHv/sTf990SG/H/BpyhT8sL8i/qC0wYKfYqr1T/WUkB8AG7mbnm0fj2M1QJN3Tuz+sasLCdJHZcWrLg2hdCkAByMs6fpu1jIGNNExYz9+kgfk3rTiY24wy9LZzFi4tx3fMPcYao2p65rK/Y93Ugbr575aPH2qGDXkMM+R2lXvE2h9P8+eKM8eQ65uQepmRJr1qyhWvXqzDo3BEuNE7PP/IAmdQlTH5pli+6V0OlpQ5ChkIGNsYCpgYCJGjRKAUnSnzIydRIJaZCQJhGTLJGeix4UnSxx3lfHed/nlF8KKO0oo7yznEquctyt8m/QytRlMOlUb5p7dMs1UvAFTh/dB/UAW3gi3GHsyG4UXVyKfkPG0bR1F5QqVZ5t49KiuRRynIvBR9EoDKnj0oLKHvWwMXTkdMBellyZQFP3TlQ1aYBcJmdc9R9YcmU8624voG/ZsVn9xKdKIBlkZfLkBaGOCcIDSwSdAoOyXyBV+Jxn2q5IgoirsIE57RpS0uGlge2Az18EJ/ozvsaPOfq6E3mZn2/MZF6DTVlz6mgmYPgJ04/+f8G/SZ68CptCUFyN1QIpGRIN3Nox9FArupUYjL2xCzJBTnCiH04m7ln3di81hKexD9n/eDGqlAYozN0xb7ee+dPHUL1OE1R5FC/+kOjo/SXfHG5DU/cueWYNiBIExop42sg+SAbMuyI/MkVQGiMzsiMpKYk1a9bgXsaFjXfXc9TnFEnJpZDpSqMQ22IhjUNAT/ljaShQ3F5GUWsZzhapXIlayaPYU/QvN4bqTg2z9S9JelkSmyIRnSwRkSgRHCfyLEYiIEYkKE7K5kRJTIcLfjou+OmATKyNBCq6yqhaRE5FF/k773+RKaEc8t3Cyfu7iWgUDKmQ/iiVoHk+xBlEYt7biu59hmBj50BFu9qcCdyflU0iCALtivVGKVex5Mq3jK628K2fr5SrGFJpBnciLjH2WDe+rjgNSWn8+kZyNZKHErGhLySboDBpSHr0SuToZV4dTzkjG6rynJNV16fT2vOLXI1ukiTx45WJzG/8wyeV8f7/Ef82eSIIFJoRVK0QsDEyx8HYhciUUDzMS/L73SXMb7gp1/vLOcsZUEvJz2czATBr+RNH/mhC18tnqVC1drZ7u5QYxNcHW9CkSCcMlEaFMv63hU6EgJhPX5aQXx3FEvBQowtTs+bWbP748jjGck9mH37Kbv9v0Gj7oBFf6l8KGZR10usQ3nb6wKt/7meSNJa5F4bxp18Fajg1YXnLH7Azcn7ljmr8eNkLG80BHNTteBop8jRS5HGESGrmy7sS0+Gsj47TPgnEq/rhbjCYR5rGmMt0lHR4++AjQRAwEAy5dfQChOp/u+dzlXu/X6VBs3b0HjSacuVqIAgCnYoPYM6FYex4tDZbQJQgCHiYl2BQxSkEJfiy8NIYytpWo2eZUTkc2/bGLixstJXJp/rQrlhfOnl/ycijnZhR91dsDO0RTFyAkLwHbA7YqJEMExGS1Jgwhm/3CGjFlwXaxzVRU7VIziCA80GHUcsNKGtTnTHHu2JlYEdj9445ZItCpnfcf+pruTAhPHr0qNCrRf6xaSsXLl2ldMniVChflvT0dE6dOU9EZBT9+3z+VgKjWLF3q5eQnK7j4t0QrGztOf7sb4ISfeldZnS+2ppqBNyt38+pIIoSd0NFXnUOzrswkkZF2lPZISe36AscuKflxxMZJMtXIMt0I3nd95R2N2fd9lM5Fm5ggg+/3JyNKIkMrTQDe2OXHP3teryOM4H7mVp7NaZqizyfK0ki0RFhWNnaFxjd1gtYGQs4FxCPckFAFEVcXV0JDg7O+6begGiA/JoruprBGKZY0rx1Exq7Dee6nz3bn04iWeeLUqyERtcGpZSzfoxIInGq7phnbEbGGw7UQLzya4y0wzGQeVPMVpZlwCrlIGPH45U8jrnNxJrLUcgUiJLId6f60NarF9WdGufo6wVnYqo2mXRtKo4mRVDJ36zEpqWm8teGFWxYuZDYmKhs18pVrsHn/YfToGnb1xq3Xofc1plO1DHnwjd4WZSha4lB3Lh4nOFfdiUxIT7PfgSlEbQzQmVUB8k1Ebnkhkx0RqX2obqbOdPqzUat0CuFh3y3sOLaFIyUpmxqfznPPu1NBexMP511yvO1Gh4cgJ2T6zulHj5+/LhQxvWhUVAy5V3liSiKnL8djLFV3vtjdGo4Cy+NYU59fRSUXAYl7V+mtEcmRzL68Gh+6/DbO45BL1OGH+7AjLrrMFXr+as//7s6jYp0pF+5cbm2+/1SBhuv6K3mYmoscX82Yuv23QVeiyhTl8GQQ634senfGCgMC1ymhCQ+47e7s9jUZW0+7v5wyJc8AVCaoLAsCoCNrTWew425G/EQTcoypMyXkXYSGWTKzqAy+huVOggDlY4qDvX4vHRfHExyRgH/E5IkEZcKofEiQbESvtEivlF6xSMlZ2Z8FqyMBCo9N2hVcpHnWcMmXZvGpFO9aOvVi7qur48g33h3KbcfXyR4nR93w69AU+AEEAA2tg507TWINt17Eah7yuXQEwQm+JKSmYiEhJHShGqOjaju1JhUbTKnA/ZxLew0ckFBVGoYFe1q4xf3kO5FBlOzWLMsWtWVN6Yjijq+rjQdmSAjLCSQtcvnse2Pn/OO/jWWIXQxRHG6Nqa1J6K0L0+8YgQZ8kuUMZ3JotZtshyeCelx7Hi0hvtR15hT/48ckcn3Iq+y4toU5jXchIlKn1ljbVxwtSTeB+8rT/gfkSkfW54AhMZpue8Tmq/9sSB0ktyQlC7hE6nPOPvp+jSqONSnikN97kRe5rDvlhwGZa2opf/eZjyNlGOSuguA5Csr6FtVpN+Qbwt8fK8iv/Jky4NVqOQa2hfr89r+HMwEbD9R2q38yhSFdUmQq5AECU3TVOzKlichpidyXR0EXr6bt61AzaIKqri9dIafCtjDxrtL6Vbyaxq6tX8nw0hqhoRPlMijcJF7oSJ3gvWU0bmOVQZlnGTUcJdT3V2er7k/7v83e57+hkZhSHOPrlSyr0dCRCyrl3zP3u2/Z4uKViiVNGvTlXa9+rA+cgErmu3L8U7Lr07G0aRIrpl/5HONxSZFMXhLc57suY/uat4CVahog1Q/DgQLTBUTMET/TLkM+tVQ0rG8Is85vxh8lMN+25hSOyeLBMARv+2EJD9icfPJeT7/Q+E/HeXTsHmlZug4fyfkjfujpaGASyHW0giKE/nt5h+sv70Qe2MXrA3s+aL0iDzriUiSxKJjGRx9qA9i0cUHYH5pCH/tPIxcnv1sdSpgD/ejrjO44tT3HmdB6id2pgL2n5jt4FXkW0fpqgQrBWTKsX5Uje5D/mbT3Y0kClsxzVyIQvJAQKKym5xG3np5kpeTNiUziX1PN3LUfzvl7GoSmOBDa8/PqeXcPMe9Gbp0vjnchvkN/8JMrS+orhMl/KIl7oXouB0scitYR0J6MvGqPhhpR6ASX2a6mmqgqpuc6h5yKrvK3ypLKiM9na1//My6n+YTFRGW7Vrp8lXo0W8YjVt2RKFSMulUb7qWGJQty/ZVSJLEfp8/2f3kN4ZWnkkZm6o51lmmLoNZ54fgZlaMBq5tmXV+CM0MuvLjiBkkxoTl2i8AHRUgM0OeYYO55RqUdi+zLL1sZUxqrsp1DT6JucPiy+NY3Ggbq29+T0pGEiqFOtdggSJWMswKgZb5bfCxdZQP4iQRRZHT5y5y/sJlIiIjkcvlFHFzpXnThngVfbu0w4Jwkow53o2ptX/JMiq9Ca6Wsvem2wJ4EqHLZpSIT49hwokvcj28vYrFx9LZ9/AKafK9GER8TvSGeny/YBmtOuasaTLmWDfqubYmIT2Wz0vnXrT9buQVfrwygc9KfkMd15a5pu4WppNEEMDTJqeH+WMhKSkJb29vQkLy8No6Ak0FZH5OiF5xkCrHVKpK9WrbuRkST5yqH0baEajFOllNLAz1dSzcrWTYmAiYG+gjfh/HHuNaxB56llhCagbEp0kkpEpEJEmExouExEmEJuijsbSCLwnKkZhn/I4M06y+VXJ9xK+h6S5C03ewsPF6DBSGpGlTGX2sC4MrTqW0TRV84x5wOmAfN8LPAmCqtsRAYYRariYg4SkCMsrb1UQlVxOWFEBYchAWGhuqONSnskO9bEWoUlOS2fLbKjb8vIiYqIhs02Nhac2mA1ewd8zplHsT8lpnSYkJjN3ZHb9b9wnbEvSGXgQUlWtB4yRkSicEyQCt7B6OhlWYWn8olZ1eZl2laVPZ+/R39j/dxMx663AyKZJrj07mAtbGn94h5z8FRI+CkimF6STZ8+R3ZIIsqy7CPw2jOx/sJDIlkoGV3j3762mkyK6H24hODaN7ySEArL45m9PP9vBHuwu5j12SmL4vg0v+eiUkM+IuxQLm8dO6bQUeMXLcfxc+cfcZUH5iociUIYdasfezvZgbFnpSbL7xRnnyHHJLLwSlEZJCgbxbGjrjZAy0XyIK4YhCEJKQipFKwt5URb0iNWnt1QknE3dESeRK6Al2PlqHJIl0LjGQyvb13vpvJ0oSATESD8JE7obouBkkEp0sIaFF+EeSsVIG5V1kVHeXU72IHKvne6NW1DLxZE/aevWitkuL1z5v39ON3Aw/z8SaywE4f/IQPy2fyj3La/AiXuP5KzQs2Z7+Lcfjbl4cwzdE6GbqMngYfZOpZ/ojIEPU6ZhYezkeFiWwMtBTZe14uJbdtzZgc8WBEzt2o83MfG2fQicTNJlfYOo5DUmZQoJyLJmyywwocZIBNV2QywQiU0L59dY8ghP96ODdn7ourXI4SB5EXddH+Db8K+u8aW4g4Gb1aciWj62AfCr42PKEt3SSeNoUTo00SZK4GyIiShCeHMwPl79lboM/ABhyqDXzGvyJsco0W5uE9Fg6bq+MNn4cGp0+cjrl6Ai2rpyKncObnbjvPtb8yZNMXQZDD7dmYaOtWU7K3CAIeuOCwSdIu5UfmSKozZCbuyOpJYS2mRgZD8dAekkzZqiCxt5yajjEUt7LNmvO4tNjWHhpDNYGdgyqMDUrmKggIEoS/tESN4N0XAvQcSdYJCOPBL6iNgI1PRTU8shJy5Wamcz8iyOxMXSgZ5lRuf4dgwP8WLtiHru3rM9BIePcy4Pxg37MIaNESWTCiS/oUuKrXIMVX7fGggP82L3tN3Zu+pWI8GBo9Fx+Hc2lZEsZNTSTIahssJDWohL1QRBO5gLfNlFRzC5vyq/gRD9mnP2KJY135hoxn5KZxMij7TnWez9Gqo9PPfqfjvJp2Lzy4yQRBPC2K1x6qPhUibuhcQw80ASlTM2gipM54PMXM+rmHdyUoZUYuyONRxH6Dykj8BwDS/nTvdeAbPdJksSIox2YWHMFdkbvJ2sKUj8RBCj6kQpd5wf50lEcgXYqkMvQPOiESdmRJBrNQyF5Y6QdhZFSQYtScmo6xFLSwzbPOYtMCWXT/eU8iLpOG69eNCnSCaVcRZo2leFH2jOl9s+52mHuRFxi1+P1TK69Mtd+UzJSGXa4B15GwwiLrsHDMDHX2oxqBVR0kVOrqJxqReT5pk5PS01lx6Y1rFsxn8iI0GzXTM0s+H33Oayc7Rl5tCMLGm5+bdH2uLRollwZj4HCiD5lRiNPlmdbZ5Ik8futJRy6tRnpiMR9q2sQA5zOwZKshyvQ0gBVej0sLH9HUOgDngWgayUFX1RV5kqdHJoUwJTT/ZjXYBNXQk9y3H8HGWIGCxpuzpFp+6kEjXxsHeWDOEkKEu/rJJGbKpl94RsWNPwrX+3+Gf37PgiJF4lMzD7da2/Nxd2s+GspKtK1EqO2JXE1oTsWGVtJe7IP5dnR7Dp1LweX/KWQY1wOOcmj6Jssb7Ynzz4T0mPZ/eQ3zgTup5R1Jb4oPRJLA5us64XpJOH5gd3L9t0KjRc03uhVbwU4qSBdjWCkxkg3FmPzwYjEEKfqh3HmdxjJKlPBRUZJyyTqlzLH3ixvo92sc0Np6t6JKo4Ncr2elinhH62P9D0TcJEL4fMwSPktKz3+VaTLTqPTLKG9+yoaF3PB1SqREUfaYqg0xt7YlSbunahoVydXxSdNm8rtiAvoJB32Ri7YGTkTmRLKldCTXAs7TXxaNE4m7pS3q0kNp6ZYGtiQlprK/l1/snHNUnwe64mH3TyKsevkvWxKzeMHtzEzt8LW3vG1xrt/rrNTR/ZwcPcWThz6m7TUFKjzXFjfAXWQKdpMGbrUuJcdyJQY1ptAap1fgAwQQKWrylflVtGqDNyNvExcWjTJmQlEpYbxKPoWbTx70qxot1ydg4KgpyUqCKdoYeA/BaRgUZhOkgknezK22uKsfdXbTpYtomXkwZF8VfkrilsXf8fR6wuwBsVl8M2hNqxsfgBBEHgUfYvJp/qysPGWXKkZAJLTJYZtSSE4Xj+etMd7mNbakPpNC5a6SpIkhh5uzez6v2OqMi9wmbL6xvfUcK5Hj3L1Pnqh0hfIT5SWoDRCbumF3LUs2qaX0MlDkGGAXCqCgAIXUxdqFimBs9KCYk7lcDQpgrWBQw4jfERyCNse/sytiIt4WpQiLi2axIw4FDIlNZ2b0tCtPZYGtvpxSSKxaZGEJD0jLCmQiORgBEFAJVcjIONxzG2exviSlC4nJiWD5DRj5LpKKMVqKMXyCLzMPCxuJ6OGu4zr8d/QoEhDmhftlut7xqRGcsRvG2eDDuBm6sXIqvOzvYMkSdy4fJaNa5dy4tDfiKJeI9i0/3I2StHI8FDiY6Mp4lkchSJ32RqeHMyGOws59HQLGqUhJawrIkuXYXjLmCt7TxKc5getgfvARTA0Msbc3oOI8DC0SS8d//JKFaBpKgrFcxo8yRCRpyxusoc6HnpagLi0aMYe78bwKnMobZM77eTDqBssuTKB+Q03ZWXtGqkFPKyET2qt/uckKTh8CCdJYZ+dfaNEEtP0esqEkz0ZWmkGTibunA7Yy6OY2wwoPzFHm5vh5xlysBOGiReRY4Oky8AraAnLF0wrtHG+jY6iNwjs4tsaS157n0YJxWw/PaqU/MgUuaUn8qJeSI0iMWUBSqkSAAZK6FBeQcfySoxUUrY5uxF2lpXXp/NN5e9zrRNQ0EjXStwJFrnsr+OSv47wxNzND45mAjU95NT0kKNUP2DBxZF8WX4CVR0b5nr/qwgPDWLzhpVs3/gL8XExAHQf9DUBlZ5mC0i8ceUcXsXLINfIGXG0A3Pq/5ElK1/gn2tMq9Wycc2PnDm+n6sXTuV4tmFtS1LdU5G2p0LK8x8tjWAQyOQuWGXsRP68BkzLUnIG1la9Nso5Li2acce7M73u2hz0qS+w/NoE2pVoQOtirw9S+FD4T0cpWBSmk8TCUMC1ELNIeJ4BcC9UZOSRLoQnB1LJvg4RKaF8U/n7PIMUAaKTRAZtTCAxU89SoX24ma0z2mJhmd0Y/Sj6Fn/eW8b0umvea5wFbfNSKfSy5FOjlie/mSS9BLBXYhQxBZmjinT5IUwyp2EolKNNWQXdKikx1Ui5zpkkSdyJvMT2h2tIzkzks5JDqGhfJ4dcDU70Y+bZwfzYZFeuNqrpZwbSrcRgiltXyPZ7ppjJpJO9aF+sDzWdm8FzZ9zVAB0XfPUO+dRc4qBkApRzllHTQ04Nd3m+AmEz0tM5uHszG9cu5dG9mwDYO7qw/4IPMpmMB1HXWXtrHl85TcbE1Aw7B+c8zw/XQk+z49FaIhNDqefemlI2lfG79ZALh45wZt9+Us2Soclz54ghCFXkyM7ZoPONBd3zlEwZCMNNUSlaYC5bjfA8sszORGBsExWlHXM/G8anxzD2WDem1llNUkYCCy+NAeCHxttzBL58KpnufAI6yv87J8mp2H0Yq8xo5tE1X+0KMhUxPlVv/H4VqdoURhxpz4pm+/PkzOW5MazjlnaYpP2GgJrEM7PoXFbLyEnzst0nSRKDDjbD0sCOUVXnZxVQzQuSJHE17BS/3/mBHxrvyDJgFLaThE8sWr9WrVqcP38+5wUl0BeEFGtwkWEpbUUpVUAr+JOgHIaHehZdylakSXEFJnkIjH8iOSOREUc7MKPur3kefF/F+aDDbL7/K23c1nM7SOB6oEhU0svPVis8IUE5CiPtGETVDsyNEpArQphRbzmlbXPSfuUXkiQRkvSMm+Hn2O+ziaqODehR8huUchWSJHHp7DF2/bWOUuUq03PgyGxtOzYsg++TB5h6WmBa04LyulrYWzpjYWWDTCYjMyOD9PQ0eg4YQVJCXNaczZs6kk2/LsvWl3vZ4pTtWZ0I0xD8bgSTciCdhICnyKuXQV7bnQzDfQiSBgPdAEyTm1G6zHZSpUCsDRwoZ1cDKwNbjJSmmKot8LIok6cAUyv0WWOfSoZTbvhPASlYFJaTRCtqGX6kHSua7YPnXO9FbbLf12JjC/b32P9eBpnENAnfKJGlVydR16UV5e1qIkkSX+yuQQO3dnxZPu+i8IGxIkP/TCRd0jsLhbur2bVkEGpNwUWS8txxfynkON9UmlngMuVJzB12P9nAnEaLPplDHa+TJ88htyqBplV7Utx/QpJUKCRXrLWbaV/GkS4VFAjyaAISnvA4+BYJsljCkoOISglDK2ZiZ+RMrzKjcDPzyuovQ5dOcKIfVgb2mKjMSNOmcDboIMef7SIxPQ65TI6AgLnGGgdjVxyM3bLOBpm6DHSSjqIWJXExKZq1HqNT4tn78BKnnp3nScx1MnRaFGJ51GJjlGJlkhTfI0hmOBtVoaqrA61KlMTLVpZVIPCv+z9xPugQbb16U9ulRY6CgP9EcKA/2zf+wqN7N1n+295s38XqJd/z06JpqNUaPIuXpkhRb6ysbbGwtsXAwIjMzAy0mRlUqVkf0VTHlOtfYm/kgpXWjn0XNoIcyATiQeYgR+mgpKpzIz4vOZzli1fg43uWVLkOY4c5pFZciErXBLXYBJ3gg6jdxTf1+9C9TD94HtU8+lgXhleZg7dV7vL1YfRNllwez7yGf2bRBRirBYpYCZ+U0vyxFZD/NXwIJ0lhUyBEJoqEPC/8+TjmNpvvr2Ry7ZVIksTXh1qysOEWjFQmOdotuTye3Q8Po0rQZy7rkiP5tnoojetVL5Rxvq2OMvl0P3qUHEoJ64qvvc/WRMDB7NORJS/wWpmiMMCo8XAyqpzDPGO13hAvibQtp+LzKsqs9fLqnG1/tJYrISeYWmc1hkpjREkkNOkZWjETURJRylQ4mbgXuMNIK2q5EnqCgz6bCYgPRad1JCW5AnHxNVFI2b+fNNl+tOpfaeW6ikZeTpR3lqHKZ9R7amoKB3ZtYvfWDUyatYJjqTspbVOF2i4tCPB7Stu6+uAUlyKeOFZ0JbioP63FLzA3t0Kn05GZmYGFpTW16jXNtsZa1vQkJNBf/xBboCZYudrh5lEMA0Mjbj+8QZIuBmmfDgPTL0lvtQ9BUGKVfgEZRijSI/munS3VPV8vD18wAwyrPCtPOfMs/gG/3/uerV3zF/T5IfCfjlKwKEwnyT8DtwoLPpEiW+9vYusDPV3csMqzOOC7mQk1l7623aNwHSM2JyLJ9I4S9/g9rJyUMyDnu1N9GVhhUp5BYflBYdi8PoQT6l3xWnniCbQ3QK1sjKRIQq3rgFIsj6PNGWp5qLA2MsRQaYy1gT3qNA0eziWJSg0jMOEpvrEPuBRynJLWFeng3R8X06KvHcfZwAMc8tvKjDprc8iayJRQZpz9iqVN/s66phN1TD3zJQ3c2tKoSIdc+8zQSdwKEjnvq+Oin5bYlFxvo5it3mFSrYicIm+owShJEtcunmbnX79SxKMYA4ZPyrq26d5y1q9eSPiOIMwtrPAuXR5HJzcsrW2xsLJBLpeTmZFBRkY63XoPJjEphkeZd/CJvc+JM7u59+QKWTHQMlDYKTEyM6GCYx1u3LlGcmwy2oOxKNU1kHd0Rmv+EKv0U/qMf0lH2zJy+tQ0yNN2dTnkOL/cnM3oagsJSHjK9oerydBlMKveBhxNstdENTMQKPKJZLrzCego/++cJDNuDWZegz/zXejJw1qW7/SsN0Gr03vU/4mtD35GKVe/kTN36okZnH1QB+XzVN34nd358+f5uHtmj0Ree2suWl0G5hobupUcnK+xbX+4hvj0aPqV0/MIfwgniVymF9K5pYV9aGzZsoUePXrkLOZaHqhnAmZgmbENlVSDVPk2tMrfGVP1J9qV8cwyCr3NnPnE3ueXm7NRyJR8UXo4xa3Kv/b+w37bOOS7mYk1l2OpsSUgVuKyv47L/jruhYqkSz7Eqpuh0XXBVDsHkWgS1H2paTuLVsUrUa2IHOP3SP2UJIkDvn+x89FaupYYTH23tlmZGKmZyay7s4DrYWcwVpriovLk97k/QCn00VR+QFlg63ND1SvYdvQm5uaWmFvbIJPJOX1kHyP6d8DY1IwWbbvTtmtvSpevglbScsBnE/uebuRe2E3S0jXo5GlIZKASa2GesQ5Xy43ILA4wutr8PJWKvGBpJOBk9ulE+OaF/xSQgkVhOUluhp/nQvCRLK5cN0sZ5q9kJ8WnxTNw70A2d978HqN/WZckMN6X1TdnZaWwTzszkGdxj/m19YnXHvyuPtPy3e5UEPTO8arifmYM6/xeY/onJEli+JH2TK29GilRV6AyRZIkBh9swcrmB/CyzZsP90PjwIEDtG/fnoyMnBzlMttSKHt7k2F4CpnojEJypaiqP7Pbtsx2OM1LnjyNucuGu4vJ1KXzdaXp76UY5heSJPEoPJPdDy5zOuAIoRl6o4xSrIJSKkWmcBO55I6r6luqu6vxyxiHt7U9gypOKhAjW6/2tbl97eIb7/ty2AS69xpMmkEqk0/3o4p9A9YvWUCGVTrmTlZUcKlN++r90KgN2PFwDbciLiATVCQlq0jSJiHKwgAZKl0TDDPK08zNjp71m+L8XNHLFDMZd7w7X5QaTiWHujnmyD/+EWcC93Mu6BDzG27KcpBYGAq4fIIFED+2AvK/hsJ2kmiU4P0aap6CQGqmxOPwl3rKt8d7MLzKHBxN3Dj5bA8+cffoX258jnaSJNF5R3mSoxpC5iwAZAlP+WtECUwNc2btvi/eVkeJSgljyul+LG+2F9lHojN7HyxcuJDx48fn0FEElQmm7ZeT6r0O08zFKCRPxHh/BlTLoEvj7HqFJImEhQWw3m8x5horWhbtwfFnu7gTcYkMXTpOJu6o5WoEQUaaNpXAhKdYaGyo4dSEJu6d34uKS5Ik/n6yngM+m6ju2JimHl1wNC5CREow9yKvcdz/ME+igzHS9iEkqhHJslVoZfcxzfwB4Xlxc41ST51StYicKm7yrLpQ+UFyRiIjj3ZkadPd7Px9LfOmjMh+Q9XnfCWXXv7k4laUddtPZFtj08cOZOexXzFsYUwRV2/GNvqBCp41s9pEJycyec9yLiasQBSSARm26Y+RSSrqOEQyup0bGuXrv+FUbQpTT/eng3c/ajg1yfUehVxkzPEOrGq1Ajdzt1zv+Rj4T0cpWBSWk+RD0n5GJoo8jUrk64MtsTCwoZZzc84FHeS7Wj9lUaLmhd2XI/jpsp5yVZJEBpYNpVM9r2z33I28wmG/rYyqOv+dx1hYNi8XCxmWb7FPfShs376dbt265bR5CcAISwRTHQqxKkqxDFquUNLMncF1v0AQ9A7clMwkIlKCeRb5mBQhCRsjR1xNPXE19aSCXW2U8vzXqf3r/gpi06JyrS3zy83ZeJiXoFGRDmhFLdPOfEkt5+a0KNo9X33rRImH4SLnfXSc89URlpC7ydvWRKBaETmV3eSUc3o752F0ZDiN5jjpM0DCX3/vH3vOY+/gnLXOLp09xlefNcPI2ISmbbrSrmtvylSshl/8A3Y8+pXzQYcJSwglTZcGggJIwyhjEgZSZ9wNrZnQ2hIPm9wD7COSQ1h6dSLmaiv6l5vAL7dmk6lNIzDRl6GVZ+bIgjczEHC1+LTsYB9bR/l0iLw/AKLSwjBRmeXbQaKUg/Gba1vnGwq5gFoB6dnpUmnv3Y8hB1vSwqP7aw+hrbxrk5B6iQe+eieJScuf+X72JNb++mu2+xoX6ciG24u5H309306Sjt79mXDyC+5EXqaMTdV3eb23hk6E0HgJV8uP+0GmpaWxfPnyXISFDFlDZ0STGIwzJ6KUyhEnH4xRchwHhu3BUPXuCkNRi5LMbfAHgQk+/HZnMZliBmOrLc41Qg+gqXtnXE09mXiyF+2L9aW5RzfcLJV0qajkbvgDpp0ZQSXVXi6GryNFWo+hrg+m6es5G96Pm8HjMaA6ZZ8XSazhLsfmLbkGBUGgZdHPqO/ahh2P1jL0UGu8rcrhaurJId8t9Cw9gsEVppKhS+fMw/34NL1H+s00fG/e1xd8TwQ6AduAV9Z/oL8PspIyJh/pj1KmIlObQZ0fW1LevSYOpm5kGqWz+cFKjvvvpJpDZ4rI1/M45SZJqu6AITKMsNRY4+I8gKpOVelTdm+uNFp5wUgtYG8qvJcD6T/8h3/ibOAB6rnpqauUcjD7R9Dg+cDz1HLJvdjb20AmEzBUCTibepCYEUdCeiymagvqurRkc5I/j2JuvdYBW9lNQYdisex8Yg3AJbEB5+6GUKu043uP7QUEQaBP2TGsv7OQ3kVG5qPF2/VdzLIMT2LvYKAqi5dNwVBjvi8ePHiQq4NEVaIjus63EYlCoauLXDTCPD6dP8a1yPcB0NOyNDPr/kpQgi/Tzw5kUaNt+a6v9q4QBIHi9io8bauTeWET5qpB2CuGcs5Xx4NQPRdwmmwvPtpO+D7RoNH1wM+vIxFhGVR2k1HZVY7dOxaylCSJJi07Ye/gwsN7Nwnwe5LnvYH+PgA4mbizqvkhVlybTPWOjfm21o842LryMPoGN8LOkRKXiLHCHVOZEX7xdxCJQU4xRMIxl8ZSzCEamfIypTy7Y23oSGRKKAd9N3M2cD/dSgzJ4SC5FHKMX2/Nx8O8BHVcWtC95BBUcv3h0cZEwPETjEz/D/8+vI1R+F1hoBRQKSDj+Tmtb7lxrLs9n0m1VlDPtTV/3V/BZyWH5qgVJAgCa1odo93WkqjCa6PQtEA09WTUBl9+/qrYR8+gsja0p65rK3Y8WkPn4q+vAxYYK+L1CVGl3L9/n1mzZuXQUeQWnph3/o0k+2kYZ36HTgglOeQH7GR+ZDp04lpoQra9yi/uIdMvDsTbrjz3Iq8SkRxC86Jd6V5yCAYKw1yfHZ0azpnA/XxzuA0Ni3Sgo3f/rL0tv0jJTGLuheE4m7jzU7MD2SgX7YycsTNypmGRdsSnx7D1/io264Zjq/TEVbkQn1BVVh2TtEw476vjvK/+h6I2ApVc5FR0lVPS/vVZJkYqE3qUGsaam7Op4lWfzl8M5OHdGzx5cIf09DS4DHQBngHP6+WGBPmj1b6M7BIlEdOWFtSs04yJ9ZfhbPqyvoR/tMiRB1oO3peTnDEctSKMVMXPgAmCeQ9m1ltKFRfvN87VncjLLLsyiT5lx+bpINEoYZ/vT7Qt1uqTcpD8h38PbE0/3N5mohEwVBpja+hERGoIh3238lWFyay/vSDXgtGvom1VW05dPsk9qiIIMtbcsKBcCR2er1BOlrapwk/XppKmTX1jxvKHRnCciJG6cOu+vC0yMjL4+eefc9q85Co0X3QhzXQzCl0jEFKQR1lTIqQsa1b8kMN5VFCOpe4lh7Dw4mj2PPmdNl49s13rWXokww63pYZTE2acHUTDIu1p6p7/QD65TKCUg5xSDnK+rCXhGyVxwU/HeV8tvlEvHSYRiRJ77mjZc0eLUgalHGWUd5ZT3ln2xrOATqfjM7sh7O+2CdlfcmIjIvO8N8D/KfYOzln/LlepJr9sOUrZCtWzsTgYCiVxVczjXvIs0lIkdEQTqa6IXHIjTb2cdGE+twWBwUet8LIsg62hE2YaKwyVRvjHPSYiOQhTtSVVHOvzLP4J3574jHqubTgR8DcTay7Hw7xEtnFZGQs4f0JsDJ8K/l9lkozbPZNijuWo79Y2X20Kg5ctMEYkJiXnlB/02UxESjC9yozKs21qZjKTTvXGPP03zvs9H6M6lVW9LHMYeQcfbIGp2pJvq/+Qg2c1LySkxzL6WBeWNN6JodKo0DNJXqAgs3XeFqIo0r17d7Zu3QqAQqlAXk5OukqOkfckkl2/RymWxixzLfFSX4oEF+H3qRvQ5EJJ8z4C41roaVbdmMHQSjMpZ1eDVG0K/nEPyRQzKGpeKst5kqZN48cr4wlLCsDTsjRPY+8hSRLf1foJa0N70jJ1jD7yFUpdI0Ij2hGbmki8qj+G2oGoxcZZzytqLVC1iD4i6114MyVJ4l7UVZ7G3qNV0R55Rg1IkkRMVARRkWGceXaA45E7qaSui4XaGgulDcVLlmf+7ZF8W+sHiltXRJIkIlNCCUr0ITw5mLDkQMRMJ8Ii23HWB5Jlm0lUTESja4dM6ceSxptpXioDEQGVzI6YZInMPApDvoAg6KlPbIyFj7bu3hX/RWkVLAork2TIoVYsa7oHmSDLlb5j4rGJdC3VlfL2r88gyw/CE0TCEiSO+e8kPDmIHqW+ISkjgVFHO+FtVe6NSogkSfRddJYwjZ7D3MIQlnbRvLUj9U0YcaQDg4tNoZhruQKVKTfDz3P82S49veQnYJDeunUrXXt0hdKAHcisZYiiiEH4AKSasYjEI8OIDK7gGFaCreN2YmCQU7HLjzy5E3mZDbcXMr/hX2+Mjn5fpGpTmHyqL03cO2WjK41Nkbjop09rvxoYS7oYiULKmd3iYiFQ3lkfpVXWSY7pO1IGpSQnER4aRExUBNFREWSkp6FUqVEqVdjaO2SL0gK4GnqK9bcXolZo8DKvSlpqKS48iyIkMZhM4Q6gQq1tTapqAR29phDPOoZUGYW9QTn+vLeagz5/YaA0opZzM6o7NqaYVbls1KihSQFMOzOAH5vsyqagqxTgbP7xzjb5wceO0vpfQ2FmkihkUKKA6iO+CYGxIjHJL/WUsce7M6rqfByMXTnuv4tn8Y/pW25crm1P+P/NlJMD0USdRa7R119oW1bB13XzH1maH7zLeVsn6hh5tCMjqs7NYST4JwqSavl9EBoaSvXq1QkICADAwsICrVZLqqEHFl23E2veEZEkBGQI8WmY6TS0qd8BZzN3HsbcxDf2Pg3c2nMn4jLXwk/hZVKaNiV60rBIxzwdI7lBK2o55LuZvx+vp6Xn57Tx7JmjRlZuuB91jSWXxzOwwne5Fkd/Fc/iHzPn/DC6lhiEhYENh3y34Bf7GLXMA11aFUKiqpCSViSLh/1VKOX6WlllnGSUdpDjZZv73jv+xBf0L/ctXpZl9O+l1WbJk4DwJ6wJn0tP05GYaSxQKpV4FS+NvZMrESkhzDo3hPpubelQTE+96BctceWZjhOPtfhHv/xeUuRrSFBOoIntIWa3rsrqm2M58HQftkYulLSqSBXH+hQ1L4WjSRFkgozUzGT84x9x1H8H4clBjK2+OCsL8Z8w0QikS0/49uhYdnXfVehy/23xn45SsCiMTJKPQanzMEzHnifb+Pvxeqw0trQp1ostD1YxvPLsbM7G3JCWlkbHqQcRXZoCYG0k8EMXNTav0LXverweAYF2xXq/0/gKkz3FQAVeNp9GrStJkujbty8bNmwAQKFQoFarSckA0w4biC/xGYJkgUZsg8Hdcnhm3GLpjz8WuM3rn9CJOiac/IJGRTrSxL1Ttn1t24PVbH6wksEVp762fvPbIixB5JKfjov+Ou4Ei2hzK5L+vK6Xt52Mkg4yStjL8bTJvW7tId+t+MTeo7vb10RGhBITFUFsdBQACqUSpVJF8dLlUCqUOeYsUyfxOEJ8ThOm5WlkdjtxrLIXGlUCP7c4SOsycqJTtFwJfMCux+s4HbgfjcIQJ+MiSEgYKo1RyBRoRS0lrStR3akx/nGP2P7oF76vtz5H9tanUqQ9N3xsHeX/lZOk4domLGu5G3U+Pc1etgVfnyA6WSQoNueUi5LI0EP6ArfmGqtc2wJ8c7gts+tuZ/hfKYQk6SPmK7vKmN5anc3QvfrG94iSiLWhA52LD8j3+K6EnuTEs92MrbbwgzlJVArwtv04EcDjxo1jwYIFAGicDSg9thJWgjenQ4NIVR1BkEwxS/+ZDGk6E8pMpXW9DnnOx/sKjIT0OBZeGk1MagQGSiPczbxRylQ8jb1HijYJALkgx8nEncshJ5hUawUlrCrmyD7SilomnPyCdl79MJc34tSTZLb49EGWNgC1mFNJMdVABRc5lVzlVHCRZTt4FDQeRF3nXtQ1olPD8Im9z6WQY/QtNpZelUche0XhSkiVOPVUy9GHOh49p35IUiwiVbYFQZZCG4/xrO3cBwvD7O8uSRKJ6ZCWKZGeCek6fbEuuQAKud45Yqzmk4kQfFv8p4AULArDSRKVEsaSK+P5vt56QG/Y+meEY4uNLdj72d58GRnehJQMiScRIpliJkMOtmRFs30o5SpGH+tKfFo0q1ocem29K4CY2HimHYTH0XqZ4mEtsKijBoMClH+3wy+y4+4apjZcXaAyRZIkJp7qxRelhlPKpnKhyO384vz589TvWp/MRplwG/q1GEytSi0Zf+JvYqzOoBOCUIglkWvjmVNmFQ1q135vebLz0a+EJQfmmqpekJh3YSS1XZpRy7l5nvekZkhcD9QX5b3sryMuNe/+XC0FStrrlQ4vWxmuFgKK96Te/Oec6UQJv2iJG4E6zvslcjviMhncQ4YVcskJueSGgVKF0nwEX1drzahaX5GUkcRn2z9DJ4qYqx1wMy2LUqYmMSOOmLQI/OIeMq3OL1gZ2JGhS2f4kfZMqrkiS9EXBD19o4Ppp1V/JDd8bAXkfw2F6ST5kLUy4lIknsW8tBjcj7rGrsfrmVhzGaIkMvhgC35ovD1HNskLTD7Vl9vB98mMO44o6r+BQXWUtC9XcLRb73rejkwJZdLJXvzYZNcbWQX+SZP5oZGUlES9evW4fv06OINDHQeKNy7JtZDbJGZmIgkJgAqj5M+xD46jW4uWeBQvQlCiLwHxT4hICSUw4Qm+cQ+x1NjwR5sLpMenvJdelylmsv3hL5x49jd9y46lmmOjXI1/qZnJrLw+jdj0aEZWmYelgU2efeqpuDZwzH8H39X6CTsj52zXQpL8uRl+gRvh53gc7UtGhjWZaTVJiGuCnLyzXp3MBbxsZBSxkuFmJeBqIUOQh/H9uS9Z1nRPruev+1HXWH3jexY02oJCkBMdEcb15LNsffgrnYsuJiXVi8cRIjeDdLly3WcotpCs/pYGRRpyoOeWrN8fRD5g8N7hVLJvjEZhhE/sfUKS/JEkCQOlEUXMilHermae8lUhAwczGWYGIq03tebn1j/javbmmpYfGv/pKAWLwnCSfIwzcnCcSGBcMkMPtcbB2JVMXQaDKk5h9c1ZzKn/+xvbP336lOXXHXkYof93UWuBBR01We+Rpk1l1NFO/NR8/zuNr7Ap5j+VYtjTp09n2rRpAGg0Gg4fPkx4XDpjDpoTaNUNUeaPeeoGnHxDGdq1OtWrVy80m9c/kapN4c97S7kccpwWRT/D27IcWx6sIiEjjojkIJY23Y2Fxvq9n5MbkjMkbgXpuPpM5GqAjojE15vGLQzB3UqGs4UMRzP92czaSOCnW73oW3YkpW0r5f6cdB2+gZGIGiuC4uBZtIRftMjjCDEHy9AL2Nn+SYh2Ng+G3MDK6KXzPCldIiBGJFOnr4O4+f5KolJD8bQohaupF3ZGzlwKOcbD6JtUd2xE91JDswVGaJT6QK5PjVr0VXxsHeX/jZPkbvgTxu2bwuwmv+XrY1YroLh9wXP/pmVKWUbff+J62BmO+e9kbPXFebZfcW0K9VzbYK2uxLAtaSSk6X/vWF7BwNovI7V84x7w571leoNdkx1vNcYxx7oxssoc1KmaD+Ik4SMJkJUrV/L1118DIFQQKNO9GqXdmvL3w9OQUZ1k5VJMaE9tDyOm1luERv76qKsPUcflBXY8WotGYUjLop/lej1dm8aoY50ZWWUunpalSclM5uuDXShvNguf0BI8iczDZQ44mgmUcZJRxlFOcTsZTuYFx6V+J+ISR/138DT2LqZqS3qXGsmBh3/xOPkOHmZVSE51IizWkYDwyoii2cv3kZ0kWT0RI1UaOzvdoLan0SdvgCoM/KeAFCwKw0ny9+MNKOUqWhb9DFONgLt19uuB8YFMPTmVX9v9SkFAkvS1rnSiPpoqU5dOlxJfsd9nE8f8dtKp+JfUdG76xn7iUyVGbEsj9HnR3mpFZExpqS6w70ySRMYc6kbfimMpbVuwlI5xadGMO96dpU13Y6YxoNhHcLo/fvyYCoMqkGKbAvugbYve9Jw0im8OjiApoQFJypkAmKsc2P/ZSQyVrzdwvI08mXVuKFUdG9DEvVOBvtMLxKfHMOV0P35ssivfbURJ4mmEyNUAvdLxMExEfM1pUykD1+eGLEczAUdzGbbGApZGAhaGAgZKcpVDkiSRkqlfvxEJOh4FxhOrM8E3Sh+ZlZaZ6+PwtBHwdDrDnfgFLGm2hNpFyuZ6X2qmRHSyRHyKhFbU14SZd3EE31T+nn1P/6SGUxPqu7VBKdc7R6yMhE+izlp+8LEVkP81FJaTRBD0zvYPta50ol6mSK98r2OOdWNs9UXYGTlzPugw54IO5qmraEUtnbaXxd24LQ99pgD6YJUpLVVUdy8Yluf3OW9fCjnGQZ/NTK2z+rX3yWX64q75LRZekNBqtbRv3559+/aBN2iqG9CgbjuCUxJ5EqEhVbYPpa467ia1SVH8hqOxG2qFSbYIXDO1Fa09P6eyQ3023/+J+PQYOjt9WSA6SmJGPOtvL+Bu5BXK2lajUZGOGCqNeRb/GP+4R5wO3EffsmOp6dzstf2ka9OYe2E49sbOfFluYr4CR2JSI7kadorjfvvxjwtDLVYjI7kjsYmvLxLMc8p9wXAdKlUEZUzHY2qgNxIpZPo1CnA/bgdBSWfxNJjClegxaHWOqNLGZ9VGyQ3F7WRYWW3hQsT32Bpbs+/znTiaZHfgZOoymXJiBo+iAhhV9QdMVGZ59vcCMkFfP8LBTB9EsODcAiwNLOlfsf8b234M/KejFCwK2kliohHwsP7wxvrENAnfKJHvTvUhLDkQKwN7RlSZw7rbC2hVtAfl7Gq8sY+4VImRW9MIfV5XooqbjKkt1VnBNYsvjaWpR9cctRbygw9hvyliJcPsHTOoCwIbNmygTx997WNBEFi+djOV6ndg6NYQbiZ1Qyu7iLN0jm19qlDJVcGzGImk9LwP7YU1Zxm6dPb7bOJpzB06Fx9IEXNvboSf44jfdsa9xj5aUJAkidB4iZtBIreCddwNEYlOzp+pXCSaOFVf7MUtqOQaVHIBUZLI0EGmFjLzNr1lg5etjLqechyt77DoSi9mNPiOz8t+nuM+rU4iJF4iLlVCkvTOwqAEHwISnhKS9IyK9rUpYVUxm+4kE8DOVM+m8ilkN70OH1tH+X/jJJlxcjYG6e40Kdk5Xx+znamA/TtyaL8J90J0eaZ1fXu8B0Mqz8izGOvlkOPci7pG37JjuR2sY8Lf6eie9zWoeibtK788dA060BwztSVjqi/CxtAh3+N7EnOHP+4u4RvvmR/MScIHjm7YvXc37We3R7KWwAAsS9rhZF2CqKhuaFObEq2uj1pmxY2vruJtLyc5XR9Z9zoqpw/pJEnMiGfyqb6vdYDFpEbw7YkeLGq0FVO1BTGpkXx74jO+r7ceBU5ceaaP9r0ZpCMlJ31+FozVekXR3VqGu5UMN0sZjuYCRm/xt8rQpbP86nckZybRreRgXExKERov8Chcy03/ZJ7E6ngW/xidEIxOCCRdfgC1rgmGugE4WgTzTGqPjkTWtz5NTbfin2xqYGHjPwWkYFEYTpLxJz5nfI2lmGuscj0UL7u0DDdzN9p654/2MT/wjxaJT5XQilq+PtiCZU33oJO0jDrWGWsDB76vty5f/QTGiozclkZSuv7frcsoGFJXWSAHKUkS8Qt6yJw7w/ixya48o5DfFWcDD3Ah+Ahjqy/+4Pyq0dHRePf1JjohGk5DhQa1KTmoEod8LpKRMJhk5QwAfmpyi2hpGcf9j9PRuyfVHLoiF3KPrn4beZKpy2DmucGUsq6c7zpkb4M1N+dQ3Ko8tV1avHMfyRkSd0NEbgfpuB0i4hslZp1d8gOZoI980igEZDK9IVcnQmpG/hUPZ3OBau5yGhZTIMrvseLaFBY2/oOKziZvXOOSJJGcoQ90iUmNZ/SRgXhYFGNq3e/RKMnTifMp42MrIP9rKCwniYWhgOsHpn56GimS/IqB5G7kFfY93ci3NZYAMP3MQNoV60N5u5q5tg9K8OXrQy2xUbQlKHgqAvpaJ/PbqwskAO19z9srr0/H0bjIG+lZjNUCHtYf1pggSRJDhw7lp59+gqIgry2nePkKVHP+it9vr0Mr+KLRtaW9xw+s+cKATDGBnjt70r3kl5S2bpXNufUq5l0YQRGVF10rDi4wHUWURO5EXOKY/w4yRS1FzIpRxLwYZW2qvzFTJzQpgBlnv+LzUsPeWbZoRS23ws+z32cTAfGBFDFujbHUFb9IQ3wixVxlg4REimIpmcIdTDN/QIbJP65nEqfsiVb2CLPMFajEnGvcQAllnWT6LHw32P54MnejrmJv6EQpOzfmNpmV55jPBZxj0vHJjKw2A2+LGmToyPY3eyHrLAz1AQIvAlU2393MQZ+D/Nr2109W1vynoxQsCtpJ8rHozSVJf/47+WwfOx/9SmnbqsSnR9OnzBgmn+7H8qZ78rWm/6mjNC0hZ2RDFYIgEJDwlF9vzWNanV/eYXyFb7/5mE73EydO0LRpU7RafbrC6MkLaNvzG/puW8Wz1L/QyS5jLvTh7IDVlHLUy2dJkghNkIjMI6viQ9q8yId9tLAgSRKRSRL3Q/UZH75R+v9eBKn/E2myg2TIT2CaOS/fz7A2FijrJKOck5xyzjLsTWVEpYQx8mhH7IytOdxz72u/j0ydPpgrNkXKqif3TxipBSwM9U73f0uQ8cfWUf7fOEkikxK58TAaWzunfH3M3nYyNMrCWUTPokXiUnOf9mfxT1h5fRpzG2zM9XqaNpXxJz7PMo7vu5vJspPPQyXFTOZ2MKS8i97o8tP1aVhqbIlMCeGbyt+/1RinnO5HG4eeVPas98GcJBqlXoAU9uFv/fH1fPnHl+iu6SAabHs5MbHFTlYeL0JcqkSMqgeC4gG/tFlJrwovDZmZOolnMVI2xfFVfGiBMeFkT0ZWmYetUd7p5ncjr7Du9nzmN/gLuUxOYIIP358bzMJGW7OimLQ6iUcRItcCdNwOFnkUlrti8U+YacDWVIalIZgbCphpBNRKAbVczw8sSqAVITjpHkeCxuFu+BVGUitCE6Q3pzIaSDg77CAkYx2BSXepaFeblkU/o5VXF4rbfRrFmT8G/lNAChYF7STJ1GUw8mgnljfbg1Kuj/79537WZlMbtnTegoGy4AoMRiWJBMfpv6n9PpuIS4uiR6lvmHiyF7FpESxqtC3fTonzjxOZeQgkQX9Q7l9TSZeK70+T8mJ/9NE+4LDfNibXXvneff4Ts84NobF7R6o5NsLdWobpB1AG09PTqdKlCndM7oACDDTGmHtaIZO8iEnwIl1+GIkk/mj9iB5V9HtuamYqG25t4M87fzGvwRYMFTkpNt9WnkiSxMob00nLTGZE1XkFxlWeoUvnm8NtWNX8UIHK5rRMPU3cw3C9wuETpacifV22ydvCxlh4ziMso4qbPCtb9cU7za7/O2Ud7LEuRIrJTxkfWwH5X0NhOUk+Bj1KRKKYlVX4AqOOdmZCzWXYGDqQkB7LmGNdWdZ0Tw7K1xf46/5PXA87wy0/LaSuQUCJmQYWddLgbPF+39z7nrd1oo6xx7vRt9w4yti8PrOxMIPmcsPSpUsZPnw4uAFNoESxijT0HMGam6vQSmEopYp099rA6s8NsrKLMnQZDNgzgFrODajj3DNXQ4lWl8moQ53oXWFMtoLuHwOPom+x+PJYvqu1EhfTN2eA5Adp2lSOP9vFrke/0tSjK62K9iE8QY5/tIh/tEhIvER4okR4gkhcKmTIzpOkmI2RdjgCRkhkoBN8SZPvRK3riFZ4iEwQ8VDPxN7UEDdLGUVtZBS11mcIK+UC8ekxTDszAAOFEWZqKwIS7rPv8+2YaV6fJRKfFs+wg8NwNXVlYp2JyAQNOhFUcnKlndz1cBdb7m3htw6/vZE+9WPiPx2lYFGQThIDFRSzLXiGlPzCP1okKimdrw+2xNLAlqTMBOY22MjWB6twNi2a74LcBy/5suSSFcj0ekmPKgp6VdNneY082olpdX7Js6ZPXvhQ9htDFXh+4Pokjx49onr16sTFxQHQrffXNB/Sm1GHJqBNbUyicjZyQcODwSF42ebU9ZLSJQJjxRwy5UPbvJ7FP2bl9RnMbfBHoT/rTZAkiZgUCI0XCYmTCE0QiU2RiE3RZ7U/TBmLMY3QSM2QC/qyAko5mKgFjORp2FsaYG/6nArSMmcwpX/cI74/9zWCIPBnp7V4Wr2+bs+r0Or0mSvpWr1jTinXy5V/i2PkVXxsHeXTlbQFDEOlIXIhLl/3apQUmoMEwEhNnlzdbmZeWGhsuRh8lOpOjXNc1ygM0ElaMsVMlDIlLUrK+WnNRnSeXUGmZMruZFb0MMXFQkaTIp3Y9WgdvvEPSM1MfmNUz6v4qvx3zDs7ksqery+0V5BIy4SwBAkHs8Kb+xnHZzD/5/nodutAAsuvbZjT9gQLD9sTl6ojTtkPM6U55mYm9CzfJltbpVzAwwoCYvWb4MdGy6KfccB3E73LjM7zntI2Vajr0ppVN6YzpNIMXEyLMrTSTCaf6suCRptRypQo5AKlHOSUctAfntK1Eg/DRB6E6Q1YD8Ny55aPT4P4tOzeFInM59kgT0mXnUQru4tccsY4cyVPYxyA3L0vMkHvIKviJqeKmwxPWxlasSvjT+ymV9ll7Hi0lsbunbA1Ef7fOkj+w6ePM4EHsqitLI1yRp9GpURhrDIuUAcJz6NdQb8nNXPvyteHWtDBuz9N3btw0Hczx/130drri3z1dWvvYmIPP8G8tZ6KZO35TKyNBRoUK5jjQlXHBlwIPsIx/500KtKhQPp8gZFV5zH6WBeqOjQkKFakmO3/sXfW0VFcbRx+Ztbj7iRYCO7u7u5SCoXi7lrc3dt+tLTFoUCR4lK8uFtwCxp3253vjw2BNO4B9jmn55TZO3fubnbnnfvK7xXT3eciOfqO6stNq5ugA7NLVuTtW5BcRuM58vRPJCEEhVSAidV+iA2QAGgUGvqW7Usph1L8fHkcEyqvTrKsPSUIgkD/0lPY/WAtM88MyLAg1N6HG2iUr3OGb+rUCoFizjKKOX/ctEdqJd4ESHj56x1aPiESviESvqESoZES4VEQHq3/qouiXqddJdc3IjXXCPqAvSyIArnMcbWSY22c8JpXXP6BjoUHYm9sj1U29hwwYCA5jFVCtvRY+tSmfKBbsRGsvbmQERUWYKaypHORwfx8dRqDy81KcI72hfpy2HMbb/eeQVGjIRayzQSE2zJxTwSL26oTbH6aVchEGVOr/8qII22ZXuN37I2dEx37NlDCRCXFfCaZy4kTJxg2bBhogKZQ0KEUNpYFWXvtBFopFBluNHX7NU6ABEApU/Jbi9/ov7c/OiJokLsXgeFx/34yUcaoEguZfnUA00x/xcEkV6a/n4R4FvCARRdGMbfWpiR7cKYWtVxD43ydqJ+nHTvv/8aQw43pW3oSNQtUizdWq5MIiqjDC/+i7Hv8O0gCMkGJqdKearn2YqpSYqSQ+PfxJna/7EifiovIb1U09vy3IV5svfsjd7wv42ZWALVcQ37LohR3yJNsgATAXG3OHy3/YOe9nTTd1JTRlUfTIH/C0mT7H+xnw80NbGy9MUcHSAzkbOyyORnEVA0BYUpczd15FfyMZvm7su3e/+hSZAiDDjWjnGPNZHtOSJLEH1M74hfpikWL3xEEkY0Xo7E2FmhSVEGjfJ049PhP2hXqk2XvKzWERoJXgISLRdbYvvDwcJo2bRobIKlauxEeXcow5vB0hJBxhCi/QxRULKm/KsEACTHPAgXsRF76SYkmeGcFbuYFsFTbcO3t2UQrWLMKQRCwNgZrYxlFE8hTjoiez+DDzZlVs1KcRun6wJIv1nZmiQaWrr/9l1VXplDBuS42RkapCpCAPsgul+kDcgbSx9eZPpcMFpmsGZhck5x+pSdz4PEWJhzvxlN/z3ivF7Epy+33FwEQRZHxrV0If3QQgEhJyYSdofiHSeS3LMpD/9s0y9+VXQ/+SNUanUxzY62y4/q7c6k6L728D9Y7QzKDwIhAzr46x6hyi5DpZJh2s2BCs40sO+qIb6hEgGIYKqU3BRwDmVVneoJOIVEUcLPS66RnN5Wc6/Pvy8NIidXWx9CiQDeCIwM5/GQ7AMXsKtDMvSuzzw5K8FyVXKCEi4yOZRVMaaJiUw8NG7qrmdFMRc/KCuoXklHMScTGRECIKV0Pk23BV9kCf2U3QuUriRbuo9F2xDLyL8yjViDjo9ybiUqv31vHQ0bPynJ+qBXE9l4qlrRT06W8ggL2MqK0EYz9pwutPL7jbYgXbQv2wUgpJur0MmAgJ3Dg8WYa5u0IMRIp/2W3526aF8g4ma0PqBV6KRNiHCHtCvZl852VVHFpgH+4N0eeprwvVfe+I7EM+Jegk9Nijy08EsnVF0loDaaSAWWmsfXuT/iGvc+wOQGMFCYUsCrOzffnidLCS//MfaCP0kbhWegRJkHmyJ7JcemZh8r2v3L46W+otc1R6grRtEBdJtZLWG+5gksFTJTGPA36J8NsSnP3b7ExcmDvw43pnksn6dj/aFOiva8yGqVMLytUKa+cNqUU9K6qZGwDFfNaqVnRQcMv32hY313D+u80rO2mYU1XDT920jCnpZpxDVT0rqqgTr5ISrrIErUVF18fJzgykFpuzbE1BN0N5HBssumZx0gpoPhP0nEJ+0q8CHyEb5i+e25Nt2a8C33N5dcnE5xDFESm1FmNc61cRG26jZ/QjkjxHG8CJSbuDk+0KjurMFWaM6HKKiaf7ElYdAJduD/hua+OaG3mr7dChQo0b90B2oCVhR1qKyuevexFhO4pCCK17bew5huTBPvTiILIqiaruP3uFnsfr8LeLP4YjdyYiVVWMvV0byKiE9ELyUTehngx40w/plf/PUMDJJ8iF+W0LdiLxXV3sO3eatbdWhJvryMTBSw0AsUcHRhTZSxjqo5hZJVh9CnXmcIOanJZilgZC1S0r82smn+w7tYSBh9qweBDLeh/oDGLL4ympH0VcpsXxExtSc8S49jz8HeGVx6QqrW2LNiSXR13cfTJUZpvas6y88u48fYGQRFB/HHtD5ptasae+3tY12odCln6K3oNfJ2o5HrFh+zkQ2V3w7ztMVWYExIVxL8vDyEIAkPLz2HeuWHJ+jMEQWD01MVEeO4k6OjY2OMrjkdx8kE0NXI15cTzvzP9vaQHn2B98k9WoFarmTRpMgqlEvfCxXDo6caWG7eJCu5FoGIMCCGUcyzNgIpJV/HIRAE3azFTk5hTQq+SE1h9bWay35PsRiVXM6rCImac6Y9OSpke8LOAByy/NJHfby6gV8nx3Pe9xrhqQzN9rQYSxxAkSYDMNiQahb5JXGKYqSyYUm01vUtN4Jfrcxh6uBVLLoxl5/3feOx/l3KONbn4+njs+CrV61KJA0S9vQHAuxCRqXsjiIiGenna8jbEi2NP/0KrS52Tq1P+AWy8vSztbzQNSJJ+M6LLSM2NGNZcXUOTfN1p3uE7ys2txZAmi9l2qSJvgrQEykcgKM7RvlhdPGxz0a5Iu0TnEQSBXJYidqbZayzkohx3q6J4+l5PduzwCvP5++E67nlfBaBO7lbkNi/AmhvJayYKgoC1iUhZNxntSisYXkfF/NZq1nfX8HPXN+TP/y3NSr5jVcM9LKu/nbl1ljKl9lAm1S/NpEYqpjZVsaiNijXfqNneS8Of32tY0k7NqHoq2paS42GjjVO5FRYdyph/OtG2YG/KOtTgzMuD1MndCkfzrC1RNWAgNfiGvUdCwkpji6laQJWA7uzeB3tpUqBJplz/0yzX2rlbcs7rMBISTqa5AXgf+jpF82iMjBk/czkh/y4g9Jq+uXy0Dqbti8DzbcYEShQyJYPKzmDF5R8yZL5PaV+oL1vv/gwxzei9g1PR+CKVzDuziMp5mlOsfgUqtKxDo3w/8/uNVah0dRElK3I7XmF1q6QfcmfWnsms07OwMYnIMJvSq+QE9j3awMvAx2meQ5IkDj/ZRgXnOihlqgxZV3bz1N+T/12dwYjy81HKs88BbcBASlDKwTxjiw5ThWkCCV1diw5j7c2PzVPHV17Omhtzufn+QoJz5DLLR7sqfTH1UKL9nxchuiWEyn7hkbfE5L0RhEdlr7PDzdyd70qMYvrpvkk6XqK08Nwv89caHK2kcK+qKPKraFl6APht5330drTic6pa7mR5eytM1YlvIEVBZFmjZTzzf8bM00PQqHz472NzLrN8fFN0CHP+HZylzib/cB8mnfyOSVV/TlImOKMwVpoys8YfCAhMONGN0KjgNM1jrbFnavVfWFZ/F8vq72JBnT/xsCrBptvLqeHahP6lp7D62gzGVxuHUpb69F0TpQnz6s1jfev15LfKz4YbG+i2sxsSEpvabGJVk1WoE5G0M2AgJdhms7+CGDUOIyWUdqiOX7g3p17so3H+zux7tJHCNmXIbV6A/Y83JztPqXJVaPdNH0Iv/0TwOb0tkoB5hyO56aXAwSQXzwJytmybl78u0xKCP0WSJCo17MyPm/bjONgNv6DKeHu3JUg+C8RA3K08+Ln5/BT7VuxM9f1pZdnkPbbS2FLOsRYHHm/JngWkgvxWRanp2pyF50fGs7NBkQFcfXOavx+s56cr0xh4sBlrby6ieq4mTK36Cz9fnc6SBj+hUhjc9NmJ4dP/D0ZKEnRuZTTJVZMQU1o2o8ZvzK21iab5v8FEYc7/rs7k4usT3Hx3Ps7YURNnoD3SB23QKwDuvtEx51AkLd17ctfnCu5WxTnxfE+q1miltkMUZLwLeZXKd5c+IqLhVWDGGg+tTsv2O7up5NSc+edGUL9oR84/bcdjnzD8FJ3QKU4ytfoi7vmeYHmjlAWGHM3FbH/waJq/K3serE12nEJUMK36GhZeGIV36BuI2ey+C3nFwcd/pvq6b0NesuDcCJZcHM2YynMZWWkMZV3VVMgto1p+OXU85NRwl1Mln5wKuWUUdpThZCFirEq+Aeayi+NpW7A35RxrMvV0b7oXH4mFRpYl/QUMGEgrBx5vplFMFUlCEj5BEUFIkoSZyixTrv9pkEQURBrk7cCBx1tomLc9JkozDjxKfvPxgWq1G9OgWXsCD40g/L7eboRFwQ97InjhlzFBh6K25RAFkRsZXK3obJqH8OiQ2GznVwGZU534Oug1hx4d5/LrU3QrNQKtkSW/XDyGgDFKbX2MbaawuvkqLI2TfswyVZkypMIQZp6aiaO5iEMC2b+pRS7KGV95JbPODiRKF5Wic0Kjgnnsf5fTL/az6Pwo+h1oxLW3/9K+UMY3gs8Ozr86ytxzQ5lVcx3GSlPsTb/e3lYGPg+sE5BszEoSavBbxrE6j/zv4BfuDTHVe3NqbWTV5cnc9b6S4DxdSw7DoZ4rUtBbolZ7EqW7RLi4m1uvdMw8EJElFRpJUcGpDsVsy/PbjXlJjgsKl3gdkHlB9/AoiZ13jzH33BDGVf6ZB09G8CRkBxGynRTVbGZWc0fcrJLftguCwPz68+lQtANDDnVj2/05hEeHxBlTxaUhzqZ5+OPmwiwJlERqI5h4ojvDys/LsB4kKUEQBL4pOoQ2Ht8z9HCrBNUZUkJYVAhHn/7FxBPfMepYe1zN3VnZYC8Vnevy0PcWfhGvaV6wfrrWaqYyo7F7Y+bWm8uODjvoXrI7JsqU9ZIzYCAxFLKE9yTZgblGQCbKKGBdDAkd5R1rsf/RJnSSjh4lxrLnwVrehrxMdp5BY2diY+dA8IkphF7/HWKSuabvj6CwRWf+fpj9fSuSQifBsyyoTnwdKBEcrmNf5Cas1O248aQcAYrvEZHhYmpOVbeSlHAokao5zdQC+WxF5Nn0/Ny5yCD+8vw12erPnECLAt2wMXLkl+uz8Q59w8bbK/jhYg+mne7D1bdnUMhUVM3ViPl1tvBD1R8pbleRmWcHMKz8TDxsM6fS0kDKMQRJ/kNmS219wDgVySYquZr8VkWpm6c1s2uuw8HEhVvvL/Iy8EnsGCtrW4YNG47ftnboIgIBOPdEy8oTUYyttIy73lf4897/Ur3OFu7d2XX/t1Sfl158gqV4erppZf369Yz8dTQVnBrx49Up2Bo5ce9pJ66/8sZX2RhB9oqfGh5g/9OfWN5oCcbKlPducTLXy05lFx7WJXgacJ+ACN9kx5qrrBhbaRmTTvbgbchLBEFgVMVF7H+0kTvel1N0vXchr5h2ui8Lzo+kQd72LKq7DVez/BnwTvQ89r+LX7g35Z1qM/7EtzTM25HKLvVwyiL9TgMG0sqpF/uolqsxcjHh7N99D/bR2L1xpl3f9D/J/o3zdWbvww2Utq/O6+DnnHixN1XzjZqyCFMzU/x39yDy+SkAAsNh3K4I3gZmjKNoYJnprLo8JdVVjsnR2qMnOzx/hU+qE7UZVJ34/Plzhg8fzvAD43C3KElJ+8psurWeO15WRAqeGEX3QWnVi0X1llLAJmUPuc09mvPA9wEPfR9ibybilAEl7c6muWnu3o1pp/tw8dU/CWbR3ve9wcLzI+m7vyHTTvdh5/3feB74kCb5v+HHhvsZU2kxpsrk9dVzOtvv/cLO+7+zqO52bI0c0SjJEZKZBgwkhihkv2PLVE28KgSAb4oOiVNlbqo0Z26tjSy5OI57PtfijZeJMnpVGU/+b4qg831E5B+3CZOtJUq4xsVnOuYficyw+3Na6Vh4AM8DH3L6xf4kx70LkvAPzbi16nQ6Ro0axYMHDzj++A6DDrWgY+EBXHnQltve1whSTMJFNp8FLYvhaiUmKLOVGFVdq7Kv8z5KOhRi2plvGHWsA/ueb4qVuexZYiwSEsOPtsUr6Emy86UVSZKYfqYf7Qv1paB1yUy7TlKUcazOjBp/MP/8cI493ZWic7Q6LRffnWDiie8Ye7wLPmFvGVR2Bisb7KVO7lYIgoAkSSy9NJ6FDZIOsBkwkF3YmGRvsP1TPiQ7NsrXCYWo5PjzPVRyrs+J53+jEBWMrriYOf8OSTZwa2ZuweipSwAIPDgU3ZN9EJNku+5MKc69PJdimaPsIjIanvpKGR6k3r59O2vXriU0UuJ9kMTySxMgughn7tbGV9UYuVQID1tHLE2UzK47LQUzxkejEMhvK6CSpWBwBqOUqehUZBBrby7M+ounge7FRnL1zRl676+Ps2luJpZexfzam+lRYgwN8rajqG05NHIjorSRzDo7kDKO1amXv+Jn2Wj9S8MQJPkP5lkVJEljA0BBEGhZ4Dsa5evIyGPt42ThNm/3LaXdbfDf0RlJGwnA/jta9t4wp2/pH/ALf8/OVAY8yjvV4tKbExnuxEoJL3x1REanz3icOnWKHj16sOTkIrafXoOjsSuEDOHEw0h8Vc2RCeb8r9E/HHu5jGYFmlHSsViqr+FsIWKdjYGSb4oOYcOtpSkam8+yMAPLTmfpxfGMPNqe0y/2M7riUhZfGBMrx+MX7s3J53v51+swUTHfI52kY9u91Uw59T0dCvVjfu3NFLOrkOHvZeXlSfQpNZFxx7+hWf6u1HRrhq1JwtJFBgzkFB743iS3uQcKmRLLRLJ/d3nuorlHxvcj+YBcJqD5JPiulmsobleBq+9OM6rCQryCnnD73cUUz2dj58DQ8XNAG4Hf9o7gewcA72CJsbsiMkTGykJtTb08bdmWhgB+UlR0rseFV8eI1kVDzMbpZQZIpQQFBdGsWTMWb13M/mN/89jnDs7GZTjz4hiCtjAmUVMQLXoxr94citoXTZV05+Qak5l5aiYAtqYZU1HSMF8H2nh8z23vy0w+9T2DDjVnyOGWDDnckv4HGrPz/u80ydeFHxvuZ06tDQwvP4/ORQbhYV0ix2yq08vt95e49u4sM2v8gUZuBDHJDQYM5GQsNALyVDjEMwOZKGCcQNP48o61ueN9maDIgNhjZipL5sZUlBx5Er8HVt3crTEtbYmRpQna19fRbvInSDEBLa848UDLoqPZGygRBIFxlZaz4fayZKVaXvjpCMsgmbBJkyaxYMECylUuT5dttXEwzoU8dAbnn78iQNkdM9qzrEUb7E3TJvErCAKtC7Vmb5fd/NZiNSYKE2ac6ceCcyPwCXvLd8VHMaz8XOb+O5Sfrkzj/KujeIe+yVDH3U9Xp1HEpgzVXTNHajSl2Bk7saTuX1x4fYwZZ/rzxP9eguOeBTxg2cXxDDjUlEeBtxlUdjpL6+2kfaG+2Bs7xxm779EmqrpWx906Vxa9CwMGUk5OCLZ/ilohoFboe+sGRQZw5sUB2hbszZ93f0KSJPJYFKS0QzW2e/6S7Fz1mrShet0mIOl4t/1bzEL1e5SwSAGvd5XYffdEFryj9BESIWXI3uQDly5domvXrnTr1o3ho8ez8dZyfEMUnLvTER9VVVS6hjTO1wUjtT8di3TA1tg2zddSygXcLLUYKbL++1XTtRl3vC+nqOooO3kX8opRxzpQzrEmZRyqceXNaaJ0kfHG+Ya9Y9iRNlRyrs+3xfsa+u/mEOTZvYCchLFKQJlFzlgjpYBMBG0a/Uz187RDJdOw5vo8GufvTP08bREEgUlzf6ZtvZIE/N0bixb6EsQNF6Ppo6pGWYfqHHmyHbmgoKn7Nym6jiiIVHSqy79eh6iaq1HaFptGonX6csT8tinrRaHT6QgNDcXIyAhRFHn48CGtWrUiKn8U2ELetwUx0vbg1ytRBMrHALCwzi72Px9DXosCDK7YM81rdbEQiYrW4ZPmGdJORae6rL+1lMAIP8xUlsmOL2xThlk11+IX7s3fD9dz4PEWdJKOdjtKUdCmJNZqe4rZVSA8OpQNt5ZhqrIgODKAik51WV5/DzIxc1IHzr48iItJHpZfmkibgt9TxaUhSjnY5wAtVQMGkmLPg7U0c+8KiUhtRWojCYgIwM7YLlPXYaoSCPtEWqp9oX7M/XcoC+psoXvxkYw/2Y1tra+jEFPWALRVxx4c3L2FC2f+4d2Gprj1PUeYwo7XARJjd0Ywv7U6wQb1qaGVRw8GHWpGDdemOJhkjKNBFESquzbl5PO/qZ27JQD+YRLqQB32Zil3kH9qU3Q6HZ06deLGzRvQFcIIoapDa8Yf74ppxCqUuspEm3Zndu1JFLEtjWMqHfGFbQuj1Wnx9PbEw8YDO1ORd8Y60huKKmlfmZL2ldM5y+fLuluLGVJuNqKg/3uYqYU40nQGDOREsjPx5lPMNRAcEfeYIAh0KNSPLXdW8X3JcbHHLdTWLKy7jYXnR/LA7yZ9Sv0Q+7sTBZFvSw1n94g/+GfiLqIfXcDqRFMCaw7EIuJPjnqCTIxkaG0lYjYFaFVyNVOq/cIPJ7qzqO52TJQJS2PqJHjmo9+bpCaQ9d89yh9//MHMmfrAeEAtf8wlK6rarmD/zUD8lJ1QSLlZ2ngWua310r6pqSJJCCczS7oVbkxbVS+uvDnHjDP9yW9ZhH6lp7C03k4uvD7GfZ8b7H+0mTfBL8ht4UFz928pZF06zUHzLXd+JCQykH6lJ6dr7RmFQqZkbKWl3PO5xvpbS/EOe015x9oERPriHfqGN8HPsTfORSuP7xhYZjq+799ibeyQ4FyP/e+y79EGDnZNWWWKAQNZjaVR9gfb/4u5RiA8Cio71+PC638IiPCllENVTr3YS3XXpnQuPIghh1tSybkezjE9FRNCEAQmzFrJlQunCQ4M4P6PtSg/8R7PwywRIzuw6Ox8itvVIK9Nzk6K8Q2VUCl02Jmmfp2f2pSXL1/SrFkzwsLCALjpdxWFlyVPno/nnaI2Sl1VWuWbyuXg+uQ2z8vIKoPSvXa5CHlsBJ75CYREZF2SgyAIDCwzneWXfmBGjaxXu0kJ97yvsvDCKMZUWkp+yyIAnPM6wtRLfWgU1IkSdpV4G/KCV8HPOPr0L8ZUXEJ+q6KG/rs5iJx958hiLLK4QWJCGVoppbBtWR763WJ+nS1cfPVPbCNFF7e8DB0/m/B7Owg8OiZ2/M+no8itHoUoyLjw+h/2p0KfvnmBbux68Eey4wIj/Pjf1Rm8Dn6exncVn9BIvaZ8Yuh0Ovbv30+VKlVwdXXFw8MDV1dXypcvT82aNfHx8YHGUOR+WTp03cjKE1FECP8QIfuL4aV3c8RrCB5WJRhReVC6S9tcLQVMlFmfCScIAl2KDGb97ZRVk3zAUm1D16JDmVNrPb82Ocbkav+jmG15Ztb8g46F+9O9+EhWNNjDyAoL+KHKT3QpOjjTAiTRumh+uzGf50GPaFngO6q4NISYKh2DbryBnEy0LhpP3xsUsi6NkVKfKfVfzjw/Q9VcVTN9Lf/t22Nr5IhGYczzwIe0L9gXpahkxul+Kc4SFUWRyfNXozEyRhfqjdG5ITiY6l976S8xbmc4/mHpu+eJgsiYSkuZdroPkdqIFJyRMpq7d4tXOfkmUCIgmfUmZlNcXV3Zu3cvFAbBXKR9xf6suv4bsuiaKHVVCTfqwQ81RlLWqTLmGiFNPZQmVJsQW00CYGssZauc4+fOY/+7qOVGOJq4AnrpIMcMkDIzYCAzMVYJGKVjf5CRJHYfq5arCRdfHycsKm6vC4WoYGylpdgaOTH+eNc4uuE1XZsRbh9K2Zo1AdDeOEtN68qEK34C4NBdLcv+iUSXhc3E/4u9sTP9ykxh2uk+Scq1RMRIpeiSqX5JzJ4ULVqU77//Xj+oBBgXNiO3ZQ0O3yyNv7InCNH8UGUdJVzkqORgl0F2QKOAvNYiZRwrs6TeDvJYFGLUsQ4ERwVSwakOXYsNY0q11fzU6ABtPXpx4PEW+h1oxPW3/6bqOpIksfraLF4FP2VEhQUZsvaMpKB1SX6o+iPTq/9ObosC1HRtRt9Sk1hWfzeTq/1McbuKSTqqAiP8mH12ED81WYOxUpXoOAMGspOc+Pz4waY0zt+FaF00h578SafCA9l0ZyWSJCETZYyptIR554YmK5ll7+jCyEkxskvRYRT1/50ijiJyKTcRuveM3unDw/c5W3YL4HWAhF8KZRwTsikuLi4UKlSIN2/0PWeLVStPSIUwXrxux2upN4JkRS2HlYSpJiJJEhva/B6bwJBeZKJAXuusTz5ytyqGqdKCC6+OZel1U8K/XodZfvkHFtTZGhsgAajgVJs5FdYjFxUcfrKNd6GvyWWWj0V1t5Pfqihm6rTtHQ1kDoYgySdkldTWB0zS8VylEBX6BzhJYnzlFbwIfMy/XocBaP9tP1q0787K8R35pvzHjOFfT5sh6txpUaAbp1/s5+TzlGnUW2vskSXTwP38q6OMONqOPBaFmHGmP3/e/TlZ46aTdLwLeRUr6ZQY3sEJG4/Q0FBq165Nx44dOXv2LF5eXrx69QovLy8uXryIl5cXlABFlIqxYw8y53A0UVIA/qoeNHX9gweh0yjrWIOuxXtmiD65IAi4mOvQZEPpYSXnetx+f5HACL80z1HTtRkP/W7zKuhZnOPWGnvsjJ0yYJWJs+3ez4RGhdDcvVtsSX5aHY0GDGQll14fp7xTLQRBSLSqYt+DfTQpkPlSE0ZKkP3HqncuPJBNt1cgCAL18rRFEET2PFyX4jmdc+Vm1JRFDJswl7UbdzC3lTpW9uOpr8SYv8LxDUmfU8vVLD8dC/dn/rkR6ZrnU8xUFria5efmu/Nxjr/w0xGeiFRKUjbl9Wu9HCHVoYRLRY6+uUFwhCmmUbMJUfdkVJWB1MxdE5lImnuKeNh4IBfl3H53O/aYk7lo6J+RRv64sZBuxT5+p2xMhASDmAYM5CRyktSCUq6XR/kvgiDQpmAvtnmuTvC8tgV70cbje4Ydbh27d/iQ0FPw+xI0atmJ7UdvMKfVD7jYnUQn6JOrDtzRsjCbe5SUsq9CeadarL42M8lxIRESL5KQSknKnty+fZvo6GgwA+Mmptia5eWt1wwCFCOQ8KOTx3KaFNFLobhYZmyykEYpkNdGRBSgSf7OdC8+khFH2vIi8FGccfmtijK8/Dzm1d7MNs/VrLo8mShdVLLzS5LE4gujkQkyhpabk6OzYs1UFlRxaUhhmzLYGTshF5MX2IjWRTPpZE/GVJpLEXvHLFmnAQOpxVQl5UipaiOloFeJMHbGSGHC2ZeHMFGaUdaxBiee/w1ALrN8VHKuz9a7PyY7X4v23WjTpRf/23yIwSMmML2ZioL2ImptS95F7WDsznDuvcl6yfjU8sJPl2wv3sRsyuvXrwkN1SckqIyNUXcwJTywMy8j/4eAEcVMVtGq7C1OvNjN+lbbsDIyzdC1i6JAHmsB0yz22QwoM5XV12YRER2epddNir8frGen528srPMn5iqreK/LBBmtCnzHwLLTaVuwF1VcGmKqNEcUMPTfzWEYgiQxGKvSX8qclmumh4LWpbjncxVBEBhefi6/XZ9HUGQAoigydeEvlCpXhS7l5LQpqX/ok4C7jwaw9NxSJlf7H5vvrORZwIMUXatlge/YnsBmyD/chwXnRnD4yXaW1ttJvTxtWF5/N1opmsGHWnDw8Z+ERAZBTBO8My8PMOF4NwYdas7Qw6348coUBhxsws77v8XqxxPzkP1ptvMLP12cUj6dTkfjxo05c+YMgYGBiS+8Jri8rMecfxSERkXhq6qLu0lXrK2OU9imDE3dO+OcgTclUYA81gKqLBay+7D53PBJM820zDGwzHRWXp6UoWtLjrehXqy+NpuuRYdRy03fsyE9jkYDBrKSo0//om7uNogCiQZJbry7QTG71Pc7Si2CIGD6H7tSyKY0zwMfEh4dRuN8nZEkHQcfb0lVxV/rTj3p1ncEMpkMezOROS1V2MQ48p75Soz6KzzdPUqquzbFUm3NrvvJVy2mlK7FhrHu1pI4x7Q6eOKjI0obdzOSIptiDVjCfZ9A/INdMY/8lWDlcPqV60lTj/oAOJilT7bzv9UkAC4WhoBxankd/Jzw6FDyWBQEQCEDB4N0o4EcjkzM+qr25EgsgayOWytOPd+bqIOinFMtxlVexoQT33LP+yoAVVwa8jD0NtOW/IqNnQOCIDCr9kIcXCYiCPp78lFPLXMORRKtzb5ASduCvXkf+prjz/YkOc4/TOJVQHzbl+I9SlMRXZQRgQFNCRJ/Q8KXkratGV6tEsTId2ZGhq7RJ4GS4nYVmVZ9DdNP902wT4eZyoLp1deQz7IIgw815+qb04nO6+lznWFHWuNqXoAeJcbk6ABJWtDqtMz9dygN8ranvnu5L+79GfhysNbk3AqKD8+zDfN2QCdpeervScdCA9gcU00C0L5QX0692IdP2Nsk5xIEgR/m/Ej5KrUh5t42s7mKkrZtCZdtJyhCYtyuCG545exAiRQj45iYbFVKbUpULWMePMnDk9A/UehKYiNvSd/qOkb905zJ1ZZS1iV/pqxfFAVyW2VtRYmJ0oxOhQfxy/VZWXbNxNBJOlZensQ9n6vMqrkOtTx1D3J2pob+uzkNQ5AkhuzYlGgU8bN+U0NJ+8pce3s2Zi5j+peZyqLzo+KMEQSB76soaFxE77UXJHsevXVg07WrTK62mllnB8QGMZKivFNtPH2uxT5Avwl+wfxzw5l8qifVXBszscoqjBQmECOf0rHwAKZVX0NIVCA/nPxO3yj2YGPu+95kSLnZLK+/m2X1dzG52v9Y2XAf0bpo+h9oxPjj3zLoUHMGH27B6H86xVajSBI89dEREdPI/eDBg1y9elWfiZUYuQFRSYjtdLxDIvBVNsJc4UbTIq4oRAXtCvXBzjTjM0vlMoHc1iLyLP51VXKuz633F/EOfZPmOfJZFsZUZcHVt2cydG2J8TLwMUPOtqZvqR9omK997PH0OhoNGMgKtDotL4Me42bujrlGSFCy74nfE3Kb586yzXRCmTy13Fpw/NluXMzy4hf+nkFlZjL33yHJVvslhpO5yNxWytiKEi9/iVE7IngTmL5NWZ9SkzjxfA9nXh5I1zwfsDd2wVhhymP/u3GOR0bDY29dnGzlFNmUDiJozRAVLTCNWkSQYgSdi3WgS4mmAGiUYGOSvht/Pqt8mChNuPr6auwxQRBwsxLSnVjxNbH25iK+LTY89t+O5gbpRgM5HysjIcc5XhML0MpEWYKyhp/iZl6A+bW3sPLKZE4834MgCNTO3ZKjT/+KM6a6WxkalNoZ+9x86qGWafsiEq36ywrGVFzCn/d+5qm/Z5Lj3gdJ8WxfiuyJK+AsJ1rhQmS0Eq3wAmtjJauaDUMQBORi5soDGqv0exVBAAeTXMyquY7ZZwfFqyj5QIO87ZlZ4w/+eb6bIYdbcvn1SbxD3/DU35Prb/9l6qnebL6zknGVl9O2YK9MW3d24R/uw4ij7ShuV4GORTtleda0AQMpRSnTV5bnVD4E3mu5tSBCG87BJ1sxVppS3qkWx5/rA9OiINK/9FRWXEp94qaxSmBOczOcjUsQJVwkLAp+2BPBuSdJ3I9zADpJn8QVGhnf7qXEpgjuNojuzoQaPUId3QlR9obvK+Rn1PE6TKm2mu/LtsvU9X+oKMnKQEnt3C14FvCAh363UzA6cwiPDmPiie7YG7swsuLCVEvTq+TE7qcN5BwMQZIYslpqixjHR3puJMVtK3Lj/UcpkZL2lTFXWcXLfJIkCbN7y7H0PQGAUdRQfry8kFsv7elT6gemn0laoz5KG8meB+sI14bx3d81GXSoBSsu/0DDfB1ZWm8nFZzqJHielcaW1h49WVR3G3NrbeKnhgf4rvioeNJNClFB24K9GFpuDmUdajKs/FyW1P2Lys71+fnq9Nhx0Tp9oCRaKzFjxoyks7MAmsoxDhuNZKHEW1kHQeZDs0LleRpwh36lp6BWZF5TcLVCv/nISp+MIAgMKDOVlZfT1yCxb6lJ/O/qjDQ7UFPKxdfHGX/iWwpalKRdoT6xx42UOUtuwoCBxLj+7t/YptiJSSLte7CPxu6Ns2xNZur4x+rnacuhJ39CTK+Oy29OUtG5bopK2RPi+uV/Gdm5EqMq++Bopn/frwMlhm+L4LF32u8bMlHG7JrrOfB4K+tvLU1x75Sk+LbYcP64sTDe8fAofaDkg6Z8sjalCGAtoVRUwTh6NCHy2dTIXZpBldpCTBVhLsuMeaSaXGMyU09OjfP+P2w+EpK+MRAXv3BvXgc/o4htWYjZMCdW5WXAQE4iJz77GCkFFIns+Rvm68jRpzuSlM21UFuzqM42jj3dxfpbS2mcrzN7H22IfT3Az5c7P13mpOccBtV5hzLmWhee6Ri7M4LAdPa9SisKmZLJVf/HrLMDk00mexsYN1CSrD0RgFYK5LJCKIQaRIs3UCnfsb71ryjk+sBFLqvUNYZPC6ZqAVdL/fVsjByYXuM3pp3uw5vgFwmOt9LYMbz8PCZV/ZmzXodYeXkyOzx/4fyro3QsPIDJ1f6HvbFLpq45O7jnfZWRx9rTp9REWhToaqh0N5CjyWmB9v9irNQ3/VbLNbhbFuVfryMAdCysryb54H/QP8NJ3PG+nOK5JUli8+8rGd27JQsa9sHIQh/Ej4iGafsi2X87ZwdKtDr93iT4PxUlydoUlRKhqRmCiRrjqOGEyzZT2z0Xv9zqx5Rqq+lasmWWyMF/2KtkZVLXiAoLWHxhNFpd1lcLPQu4z9DDrWju/i1tC/ZO0xzOFoZm7TkRQ5Akm6S2PpCeviTGSlNCo4LiOFL6lZ7ChttL4zRTHD/4W5bMGsPd1c3xUHgiwxlBsmLWkXO8el+Rso7VmXV2UDyt2QhtOBtuL2PAwSZopWiW1dvF2EpLKWRTihk1fqeYbfkUr1Ut1yR6AwiLCmHRhdFsuL0MhUzBTs81DD3Sivehr/ANex8n6BMeBY/ea3n6/GXSF7RXIpiborZohLe6EpLwhm7FBlDeuSLjK69AIfuQQZW5WVoZ5TRLKYVtygBw+/2lNM9hobampmtzZp8dTECEbwau7iMHH29ly50fMVVaMLDI1NjjQoyj0WAsDHwOHHm6gzq5W6OUk2jA++iTo9TJm3AgOTOQywQ0/8kgM1NZopSp8Q59Qy23Fpx4voc2Hr258Oofbrw7l6r5j+3fSY82Nbl78wpLxnVlTgsFLjGShb6hEqN2hHMzHWXtKrmaadV+JVIbzvQz/ZLtWZUceSwKEh4dmqC8WGikvq9KdLSWZ8+eJXg+AC5AAyMEwQrzqEWEydYhBd5mVr0BsUNyWYoZtgFxNnOmmF0xjnudjHNcJgrksRYTdVga0POX5xraxGQyCwIZKqlpwEBmYaKUcmwFbWJZ83JRTuP8Xdj9YG2S5ytkSqZUW01YdAjLL03E3tiFh763CPT3o32D0hzbu5OXPz5hy53uTG4iYBQTDL73Vsfw7eG8TWeVYlqxM3aiX5kpTD/TN9mg/YdAiU6nS9qeAFTXIJpYIcid0QqP0UovWN30N6yMjAG93GxWSSxaGAmx90h7YxemVFvNpJM98Av3TvQca409g8rOYHK1nxleYT69S03Ew7pElqw3JUTponjq78m1t2dj/7vncw3/cJ8UJ19IksTl96cYfawTG++sYEHtrRSyKY29odLdgIF0IQgCZjHJyS0KdCc0KgivoCcYKUyo6tKQw0+2x44dUGYaKy9PTvHvdtqYvsz5YQinju7j1J87KWAfRsW8el+GToKl/0Sy/kJUhiRhZRYfAiUBMQkCKbEpsm+KIzOxwiRqHEHKcejC7vEy5AQ9S4yjfdGWWBtnnT9KjGnmnlXVTPbGzjTK24kfr0zJmgvG2Ictd35k0YXRTKm2morOddM0j6VR1vdyMZAyDEGSbJLa+kB6S9JymeXneeDD2H+r5GraFuzNX/fXxB5r3KpTzP9JnJtfnSpO/phEjSdIMZXlJ0KJCPyO8k61GH6kDb5h7wE48fxvJlzojo3GgR8bHqC1R0+UMhUN83XgVdCzVDvWEuPS6xMMOdySik51mFnzD5q5d2V4hfksr7+bF0GPaZy/E3/e+ymOTq5fUBiSqRsk0WBP/MYZhVAaf+W3iDpbLC/UpWdxfYMkhUxObmsxS7T/LIyETC2XT4gBZaay6sqUdD0AdCjcj/p52zLun2/49focvIKe4OlznYuv/klQszg1bLi1jIuvj1PDtRmlHapho3GIfc3BzNBY18DngU7S8dj/LvksCieapR4aFYpW0mKiNMnStSXkXGmcrxP7H21CJsqo4dqME8/3MK36GlZdnsID35spnrts5ZrYOTgDcPn8Kf5aM4uFbdR42OsfJ0IiYfzuCE49THu2liAI9CgxhkrO9Zhxpn+6NzPfFBvK2puLE3wtKFzi9stQdEk9DtW1BBMwih5MhOwY4aF/YvpPJJGR+gCOg5mARQZXKoyuPJofb66OlxmllAvksRHTJdX5JaOVtJx/dZQqLg0hRuc3K7LnDBhIL5aanOu0Saravkn+Lhx8vCXZpt6CINCr5HhK2VfhWcADNt5ZgZmFJdXq6CstI1+H83rPSw49H8P81mosjfTnvfSXGLot+5rvlrKvQin7qqy5MTfZsW8DJR68CkGXlM1SyaC6DERzBAQkyQ+zcw64mloDYG0ipFu2MbVYG4ux1RHOpnkYWXEhE090Izw6LEvXkRYkSeJF4CN2eP4a2/Ny1NEObLv3Py6/OcmVN6e48uYUR55sZ+GFUQw90orBh1ow5HBLpp3uy09XprH25iK23v2Jbff+x9KL4xh5tAP9Dzbhrt8VRldczLTqv2KhtkajBFsTgz0xYCC9fNg3lbCrhCiIHHy8FYB2hfqy/d7/YvvU2hg5UNaxRuzrydG4ZcfYRMsV836glKwSuZw2xPbnBVh/IYp5hyOJjM65NleS4JmvDu9gHaGhoUnugxR1GiA4h6PUNiRA+T26gFCE8BB6Fh1Pj1K9cDLP+g2DKOr7Xv03aS+zaOr+DQERvpx8vjfTr+UV9JRhR9oQrYticd0dOJjkStM8Cpmh/25OxrDNziaprQ+oFQLKdDT5LmVfJbYvyQfq5G7N8We7Yzcs1es0oWN3fcZrREQY5xfVonURKzTazoTIl7HuQhQPnjdjQOnpjPmnE8OPtOXW+4vMKP8bDfK2j6etN7riIlZenpTusrZjT3ey+c5KltbbSWWXBvFeH1F+Pj9ensKEyiuZdXYg70JeAaBWqxHkauRW7iDG1x5RN+2KzuQlAnbo8Ef+TxVUXu9RqfRlO84WWVsGaGcqJirFkxnYGDlQzrEmBx5vSdc85RxrsrLBXnKbe/DHzUUcfrKNuz5XWXl5MmtvLkq1HNe7kFfMPDOQwEg/CluX4czL/XQtOjT2dSPD5sPAZ8Rdv+sUtSmLICQu5XP86XFq5a6V5WtLKEhSyaU+Z14eBKBlge/46/4aTJRmzK61nvnnhscJtic5t7kFM5f+gSjqHx9+XjydW+cOMrelirKu+mNRWph5IJIN6czWqpenDe5Wxfj1+pw0zwFQzLY8ARE+3Hx3PsHXJZkawTwfyOI/zYv58iBzcgJBJEp2kajA62i3hiATJFQqFVZGAvZmGf8oZaoypUnuhvx+/fd4r2kUH7XkDcTl3Ft9gEQUxEyV1DRgICNRygVMVTnXYWOqSryHokJU0CBvB/Y+3JDwgP/QMF8HBpaZxrGnf/HI9w4jJi0gT/6CALw+/JTLZ07wIPBPFrdV4xzjQPALhVF/RfCPZ/ZIpbQv1JcXgY84FyMLkxRhkhrBLA8ICZT8CTLk/YsjCBpkWCLhh3RCjupdKCqVCjO1EPuesxpbUzFWF72AVXG+KTqUKad6Zbr0blrwD/fh4OM/mXqqDwMONmHtzcWYKM0ZUWEBy+vvZkm9HYysuJCeJcbSo8QYepQYw8Cy05lefQ1L6+1kWf1dLK67g76lJlEtV2MK25TB0cQVOyMnmuT/hhk1fufHhvv4psAQbIz0iVyCAC4GWRQDBjIEY6XeSSwIAp2LDGbvw40QozxSJ3dr9j/aFDu2S5HBbPdcTVh0aLLzlqtci+79RgIQHRXFujFLOP1sPz0qy+hV5aPP6J/7Wkb9FYFPSM61u5Kk7/noE6EGIWEDrCzUBF2VpyApCVUshmA10qMQbE6Xoq57XVwts+9+JRMF8tmIWSYTPLLCQjbeXo5X0NNMmT9KF8XvNxYw79xQhpWfQ5eigxET+bukBGeLzJfUNJB2vvogiZGSbJPa+oCJMu3X/7R5+wfkopx6edpy8NFHJ/mwCXMpXEwvxfTy2SPure3KwPKdiRKvEi3cZ/fNaDadK8j0alsYWWEhA8pMRS1LuMTGTGVJLbcWcQxYatn9YC3Hnu1kdq0NaBTGCY6xUFvToXB/dnj+ysQqq/jhZHcCInwRBBFHR0ckRES1JXxyvlGloYSX+ROZriBa8Q7KS03RPriBo6MjoijibCFkacnhB1wssracrnORQezw/IWI6PB0zSMIAnVyt2J85eUMLDudb4sNZ37tzahkGkYcbYdP2Ntk53jkd4epp3oz//xwGuRtT1h0CC+DHzOr5jqUMn3gSgBcDDJbBj4jTrzeR908rTFWCYlWpe29v5cm7k2yfG1GSiG2Ae4HFKKCfJaF8fS5jrHSlHwWhbjx7hyWahum1/id6af78jYkGRnDGEpXqEb/kXqZPEmSGD/4W3zePGNKExV1C350DK27EMWcQ5FEpCNbq0uRwbwLfcWhJ9vSPAfA2ErLWHZpAoERfvFeEwQRB+dciCoLkH+0ezJrD+RtS6JV3EOmy4XRmy5E/XUTQRuNo6MjtqYyXDJxA9LZowObb20mODI43msm2SDn+Dlw8MVWWhToBhgcWgY+H7Kzoj0lCELS8k/N3b9l38MNsdm/yVHCvhK9So5n+LG2+Ea/Y/6Pm1Fr9KUjD1fd5reT87jju4dFbdUUc/oYfJ97OJI1ZyPR6rLWsSUIAmMqLeW3G/N4G+KVzFgRR9d8iKZOcSveRQWm7WcSbXYb0CBIGsRDzkgPfHB0dMTeTEZuayFb71mO5iLWMclKlZzrUdG5LksujMm29XzKY/+7rLk+l4EHmzH77CBCo4LoXWoCqxruY0KVFdTP0xYrjW2K5xMFETtjJ4rYlqWsYw2q5WpMddem5Lcsgloe/wdpYyJglI79ugEDBj7yqeRWo3yd8A/35n3oawBaefRgz4O1scm+SpmKLkWG8NuNeSmau//IaZQqVwWAd6+98Dn7hqNP/qJNKQUTGylRxdyWPd/qGLI1nLtvcl4g+FP8wwRs85WLFyhRF24PrZVohcdEi/dQeDVA2GaG7KIjuSyNyG8rQ8zK5rgJkJWBEpVczQ9Vf2T66b6ERsXfN6WHm+8vMPBgU2w0Diyp+xdu5gXSNZ+lkZCtSfoGkuer32Fb5IAvqEk6nOf2xi68C43v2Gru3o09D9fFZgCp1GoW/G8r5hZWAJw48jcBZxcxqsJCghTjkNBx/qmWqX8bIZOSLxtr7fE9ux78nmq9eEmS+O36PG69v8i06mtQJFAJ8il1crfiVfAzQqKCGFZ+HuOPdyU0KpgO7dsiBT5BF/oOQaZAMLJFXbE3YfU2AgIm0UPgvQLt5euYmJjQr3cP3O3ELC9h/4AgCLhZxe8VkFkoZSpauHdn5/3fMnxuQRDoULgf/UtPYfrpfoz9pwuHn2yPl+HxyO8O4453Zd2txXxbbDiza65nh+cv5LMowuCyM+NE3x3MMk7P34CBzEaSJB4E3MbDqmSsJEiCY3wf4G7tntXLg0SqSZrl78rfD9cB0LHwQDbdWQkxeq6Tqv7MDye+i5VcTI4eA8ZQo25TAAL8fRnVpwPaqAhG1FHSo5KCD1c/8UDLsG3hePmnbRMiCAKjKi5i38ON3PW+kqY5AMxUFgwuN4uZZwbEq26RJAlLVSS60Heg0yKoLZHbFsG883oi1bsQJHss3vxByIFVEB2GibGa8YO+yfRmewpRwZSaU2i7tS3vQ+L/XSyzQc4xJ/Ms4D7mSivMVVZYGWdtxagBA+nhcwjmJbWhV8iU1M3TJlXJU+0K9cVKbcfkkz2xcLVh0tyf9S/o4NGsO/x9fR1/es5hZnMlDQt/DL5vvRLN+N1R+IVl7WemkRsxvvIKpp3uk6y0WPVKZdEFeYEuGmQqkKuxaL2RII9ZgIg6uhbiQXe0zx5gYqRiwqBvcDTPGUFdFwsxdm/cskB31ApjNsc8K2Q1ARG+bL6ziv4HGrPlzo8UtS3H4rrbmVt7I608euBo4pol61DJwcFQlWjAQIZiGXOfUYgKyjvV5pdrsyDGh9E4f2d23f9YSV3DtSn3fW7wKiiZfk+AQqFg3o+bsbHTV4E9//Mhiw+NQavTUjWfnEVt1LHKFd4hEqP+imSfpyrH9ikJCgzA7+UdkHSxFYqaEt0RmxcnUv4XCm0FzG/+im7PE4TQaIy175g6ZkCOsCfE9MrMm0WBEmfTPPQpNZGRR9vjH+6T7vlCo4JZcG4E2++tZm6tjTR1/ybdn6tMNMhsfQ589UGSnBDFS0/zdgBzlXW8G4FKrqaCU21Ov9gXe8zJxY3Zy9fF/rhXLZiM7btbtC3SGEmlL5N/4iMx5M9wbiTTeFcpU9E0f1d2eP6a4nUGRvgx+p9OaBTGjKu0LMUlaiMrLGTV5Smc8zpC92KjGLi/GdMufIOuTSh0AqlVAEJfJeEN/kAS3qPQVSQocirSvgBEbQhF8tjQrUXVbHfCf2i6mx55tdTQMF9Hjj7dQaQ2IlPmd7cqxpJ6OxhdcTH+4d5MOP4tgw41j9X6XXtzEf1KT2ZKtdXkNvdg5pkBVM/VJDbL9wMmSglbw+bDwGfEU/+nFLEsjUwUEg20335/myK2RbJ8bR9IqHLNw7ok931vIkkSTqZuALEbjlxm+RhVcRHjj3clODIw2flFUWT6kt/J5ZYPgDs3LzN9bF8A2pdRMKmJMvaB+LG3xKCtkZx/kbYnZIWoYEq11Sy+MCZd1XHFbMtT1LYcW+7+GOf4yvmTOPp3TOWlLhKFazUsOu/G16oWoMDy1SYC9g5AF/AMIfQNxV2NaNm4TprXkRqq5KrC/Hrz6bCtAw98HsR73c70Y+bv187Wuz/TPHdXFDLBsAExYCCDMVVBUkmpLdy7s+fB2hRL8SplKkraV6JNwV5MOPEtVRs3jJUGjg6P4tbMi2jDtEw705M+1bT0raaIvf4NLx0TDpty9UXW9ilxMy9AiwLdWX5pQqJjrl/+l58XjNc7tADR2AHzjusILDwahCAsQ3ch7Yog8vZfEPiE4q4aWmSRPUkprlYfq9/7lZrMXe+rnHi+J8uu/zr4ObPPDmbyyZ76zN16fzGu8jLKO9VGkYAsZmYiALksxWzPyDZg4EvDWPVRcn5w2Vkceboj9rWm+bty6PHW2Gd+QRAYVHYGy5K4936Krb0j81ZtQiaTQRS8PvKMeduGAZDPVmRZezVFY6oUtTrYeEPD1H1Rsc3ScwohwUEM+LYJzx976g8IIsZVxiI1NSZUNRFNdG80V7oQ+Hcfot/dAP+HlCziTv369bN76XFQxARKVFngAyvlUJXB5WYx+ljHZCs/k+LE8z0MOdySKrkaMqXaaizU1hmyPldLg8zW58BXHSTRKPU6wNmNQiakK7pawq4S19+djXe8bcE+bLn7U5zIeOWaDeg7fBIAOp2OMQO60MC4HA7223A005fJ+4fBuF1R7LqrSrL5YNP833D06Q7CokKSXeM976uMONqObsVG0LFw6qLbVhpbltffjZ2xMz9dnsb7/V4E7w6EnSA/ZoTCvgwqo9oIkgWa6L6oT9dDt+QtJv7vqFTEiUO7NiCXJ6ANnA0oZHot+axouisX5TR175op1SSfYqWxo12hPiyqu43l9XeztN5OZtdcz9Tqv+Bqlh+AJRfHUsimFA3zdYhzrkwER9OcXeZqwMB/yWOZh+8LjcRMLSBLZOO8x3MPzTyaZfnaPmCmju/QEgSB/JZFeBJwD4BOhQew+e7HDFF3q2IMKDOVcce/SVHDVjNzCxb8bytqtV6a4u/t6/lp8TQAKuWRs6StGhcL/SLComD5OWOWH48iLDL1mxALtTWdigzi56vTUn3up3xTdCiXXh/nnvdVAFYvnckvy2frXywBFt0aoGnVET+zJkAIZi9W47ehNdGvLmIiBFC5tAf79+6J7cmSFRSzL8a6Vuvov68/Yw6PYcrxKcw5PYebb29CTOZvTkj4yE7CokJ4GnAfd/Ni5LJM/HdpwICBtCGKSUtuqeRqarg248jT7Smes23B3pz1OsTQcnMYf/xbhkyYRfEyFSFGJuWfabuo49yK4UfbUDn/e+a1UmET0+MvMEJk/O4ofjwZSXhU1jm26udpiyTpEny2vn39EgO6NiE0RC/1YVayHMq+VQjKOxKd8BTz4L8I3jSV8NubMVVEUaV8Sfbv25ul9iQlCIJAbit9NZ4gCEyssort937h9vtLmXpd79A3TDvdlyUXxtLc/VuW1PuLunlax0rzZge2poaqRAMGMosPz66OprnQyE249PoExPgwWnn05M97P8eOzWdZGCuNHRdfH0/R3KUrVGPo+Jiehpdh680fuXhBP7+lkcDcliral/7otT//VEefjWGcfZw9va/+S1hYKIO7N+fG5XMAWNg44dZ9D7qaXoTLV6GKboXsjAuB+/ohRQZibmZClSpV2LdvX46zKXwSKMmKZOGC1iWZWPVHJp7oxsVX/6Tq3BeBjxh5tD23319iWf3dVHKul2HrsjaSslR+30DayXm/oCwkJ0htfcAkHQ9gpRyqcPXNmXjHzVQW1HZrybjj3xAQ4Rt7vNfgCTRo1h6AXG75sLNzpnmB9jQos51SufRfCZ0Ef97SMOnvKHwTaWolE2W0L9SP9beWJFmi+CLwEYsvjmVBna0UtS2XpvcoCALVbBsTuTaCF16PoRAoWxpjM6gRpuoVhIv7EdFgdsUJs/srqVyhLJs3b+bYsWMYGSWih5NNZGXT3cb5OnPkyfZMqyZJCEEQMFKYABARHc6qy5MxUZjRvlDfeGNzWYoockb8yoCBVJNYw3aAU89PUc21Wpau51NEUUjQrpRxqM6VN6cAKG5XkUd+t+Notxazq0CnwgOY++/QFF3Ho3AJZi5biyAIqFRqChQqHvtabmt9tlatAh9/5Ptua+m3OZzrL1OfAVzLrTnvw94k2oA9JQiCwIQqq1h4YRQ/rpjKygWTQQG0hPzN+yE49SVcsR6t+AhFSHmMj0zHyUpN5cqVs9WmOJs5s7vjbr4t8S3NPZpT1bUqQw8O5XWQXsPZ1fLrduSsvjaTDoX6Ym0kpet5yoABA4mTXDC2dcHv2eH5S4qbfTub5iE0KggHE1ea5O/CH3cWsnj1dhxd9JWOhYqWoqpbI8ZWWsrEE91AcYUVHdWUdf24fd11I5r+m8O59SrrqkqGlZ/H9bf/su8TebE7Ny7Tr0sjgsMDoRiYDXVH2zwvOuVbJPxRRJfF6PBP2EnPst2epARRFMhjrZcJVsiUzKjxB8sujeepv2eGXytaF82m2yuYfKon7Qv2YW7tjRSxLZvh10ktGoWEvaHS3YCBTONTX1xrjx4su/ixUqRB3vacerE3zh6lb6kfWH11Zor9Gt/0Gkqrjj1AC1av7LkW9dFfJhMFelRWMq2pAhOl3mb5h8G0fZHMPRSRrVUlYaEhDO3Rksvn9fs1c+ci5B96jbdOawiTb0SUXLG8VALT+z/h7Oz8WdgU0Cen58uiQImrWX4W1vmT0y8PMOJoO+773khy/O33l5h2ui/LLk1gcLlZ9C8zFY084z5LjULAztiQGPy5IHh6euasurJkKFAgbY1yQiK0nLv1Cms7B4QYmScPexF1DumDEBgu8cQ7bT8crU7LkMMtWdEg4VLo2+8vseTiWHqVHE95p9oARISH8+OiKXw/aDwmpmZEaSMZcLAJy+vvY9sVWH8hig9fDFMV9K+hpKa7LF4FiCRJLL04jod+t5GLcgpYl+CbIkMwU1kCEBQZwIgjbZle4zfsjV3S9P4A/Hy9GfBNE+7cvAyARe5y5O25j2ch9/FVNUcm2fG/BhdoX0JAo9FkSwRdp9Px1us59s6uKbq+X6jEc9/Mv1nuuv8Hkdpw2hXqk+nX+kBQZAB/3v2J86+O0iz/tzTJ3yXed8fWVMDBlFR9Zl87qf2O/Zf79+9nyro+V9JqT3Q6HRduv6RcYWd9Kfd/eBfyjmEHh7Gh9YYMWGXa8QnR8dIvron3DXvPgvMjmFVzLQAHH2/FL/w9HQsPiDPu56vTsTNyppVHjxRd6891P1OwaEmKlaoQ7zVJkth3O4r/nYoiQvvxPtCkqJxuFRSxzRtTQkCEL6OOdmB5/T2o5OoUn/ff9Yxf9C37n2yCk0BLNXkdfyJU25pI4QJ+ynaoFSruD7yKpcI0W2xKSn7r97zvMezgMHZ13IVSpkSrk3j4Xkd40nL5Xxy3319i050VzK/9G2ZRL3FwMdiTlJBee4LBpsQhrfaEDPpbZAU6ncTt1zqS6pv+2435uJm5Uzt3yxTNefL5Xh753+G74qOYcLwbHYsMwMjPhFPH9tGtz4jYZ8fACH8mnfyO9oX6UsGpLpvO+LP1lobIT2Ij9QvJ+K6SMskEhoxCq9My+VRParg2w+a9PQOGNyG0WAiYy7A164HOrD9ByhFE44Uge82FHnfxsDL/bPYoH4jWSjzy1tuV96GvmXD8W8ZWXkZei0IZsq6HfrdZeH4k9fO0o0WB7imWYs5sBHSYR3uRyzVn/yZzEoY9SsaSnj3K52BPPnDvjZaIaPANe8d3e2vxQ5VVlHWsAcA/z3bz0O8WvUqOjx1/7Okurrw5yciKC1M0f1RUFKsWTOKb3sMYf+EbltbbhVquiX1dknQ8fPaW9bcsOf/0o1/GRAXfVlDQpKg8S6uTAwP8GdS9Gdcv/QuARdmemNefx2tZOyKFs4iCOavqH6ZXxSKEhYXl2D1KUkRG6+1KZBYV7bwOfs7/rs7kXagXzqZ5KGpbDmOFKW9DXvI25CUPfG+S37IIbQr2SndT9oQQBchnAwHvXnw2v8vsJrv3KF/tX0itIMcESABMlKS5skAmylDLjRLVkS9iW5al9Xay7d7q2BJFlVrN0PFzMDE1g0+aLh56spku5RXMbK7AXKU3FEERMPdQJDP2R+IdHNepLwgCQ8vPYUWDPcyvs5UyDtUYebQ9h59s128gTvZkUNkZ6QqQvH/7mp7tascGSKwr9se002Gehl7DX/kNIsasbXqV7yqbYGxs/NnceCyNBJwtMv872CR/Fw49+ZPACL9Mv1ZQZAA/XZnGmGOdyGtRmB8bHkiwyZWxSsDRLOf8/gwYSC3mailR2cB9D/bROH/jLF/TfzFXC/HsipXGFr/w97HVf7Vzt+LY053xMn97lZzAqRf7YmWpkqNd1z4JBkiIsRONi8iZVT+Iok4fF7T3VjQ914ex52YU2qS8bp++J5UVXYsNY+Sx9jz0u52icz5Fp9Mxb/Iw9i/ZBCII3c1xsD9PqLY1Wt4ToOyDWgGrmszGxcIhR9uUgjYF6Ve2H0P2D4GYrLisKmXPKURpI1l2aTwjKy4gl2X877sBAwYyjuQktwDaF+zL1v9I/SZFFZeGnPM6jE7SMbrSYpZfnIBTHje69x0Zx8aaqSyYW2sTW+/+xNW3p2lYIIKVHZUUcvh4fz50V0vP9WFsvxpFZHTm5gDKRBmTq61mzbm5fHeyJqFVQ5A9L4a97UFCrCWClGPQ4Y+DsQetCjWmdC6nHG1PEkP+iZa8rZEjs2utZ87ZwTz0vZWueSVJYofnr6y4NJHp1X+jlUePHBMgAXCyEFEaKt0NGMh0LGKC2lYaOxyNc/Hz1Rmxva1qujbjyptTcXwYtXO3QCvpUtwnSaFQMGTcbKyt7WhTsDebbi+PN8ZSIzG5sYKRdZWxvYKDI2DVySgGbAnn4jNtljR29/V5T++O9bh+6V9EE0dsOuxAUWccL+RliBbuoxBt6FmyD30qF0MUxc/SppDFFSUAjiauTK72Myvq7+HbosNQydQERQaQ16IQLQp0Z0m9vxheYX6mBEiIUU7JSX5nA8nz+f2qMoicpt8tigLGyrSvqYJTbc6/Opro60YKEyZWWcWa63MTLYOvbd+KZQcm4B/gS6lcMmY3CKJ6/o9fkTOPtfRcH87Gi1FEJLD5UIgKKjjVYUWDv3nod4uOO8tSJ3critkl7DhLKcvnTuTx/TuIpi7Yd9yGosYcInS+BCj6IxdFFtXeQf3C6Wjqko3YmIjYZXIpt1yUM7z8PEYf60RghH+mXEOSJH6/sYBRRztQ1LYcKxvspaZbswQ3PAoZuFkJqepLY8BATsNUmfjD8oGHB2jk3ihL15MQcpmAUQJ2xcU0L6+Cn0LMfbuScz1Ov9gXZ4woiEyq+jMLL4xKc4D11xVzuBJTKg5gb6Jjbkslfasp0MTcsoMiYOWJKPptCucfz+gUBUuq5WrMuErL+e36PGafHYxX0JMUNws+f/oom35bgdjIEYVbPVTGDfFTjMVP2YEQTTfkijdUzlWJbiW7pek9ZzXNPZrjYOLAzJMz0Uk6FDKBPNYi8q/k6e6X67NpU7A3Rext0aTjGcqAAQMpI7n9k7HSlDIO1Tj1H5uSGDJRRgWnOpx9eRBzlRU9SoxhycVx8cbdvHqBNcvmMqvGOn67MZ97ftdwsRBZ0FpFv2qKWMdWaCSsPhNF97Xh7Lye8H4lI5AkifXXF/P4+l2EA46o1Z2Qt8hFgMn/UEd3RiYIdCk4k1DpNL+3/CVT1pBVfKolb62xZ06tjcw/PyLFvQH+S1BkAD+c/A7fsHcsqrsdGyOHDF9zerAyFrDKgmokAwYMxJUuLu9UC3erorE9nwRB4Ntiw/njZtyqkWHl57Dx9grehrxM1bXq5W7D1bdnePb+PjPHDcDfzyf2NUEQqFtQzs+dNdT1+Bghfeoj8cOeCIZui+D808wNlvy8eDqeDx5jUn0Stn2uEZ1Xh7e6LEptZZTySIrY5WF50/EpmCnn8yFQkhXN3D8gCAIuZnlpkLc9LQt0p6JzXfJaFMrUvld2pkJsINDA58NXso2OT04LkhDTaDetVHFpyOkXB5KeX2VJJed6HHr8Z7zXAv39GNy1Be//eUWbecV48OomZiqJcQ2UjG+oxDxmbRHRsPZ8FL02hHPwTjRR2viGQilT0a/0ZP5odoom+buk/U3FMHjCAlyazMGu92UEt/pIaPFVtkEpD2RIhaHUylcSyxz490wpjuYiVsaZu/5CNqUZXG4mY/7JnEDJ+ltL0Elafmy4n6q5GiUaABEEcLMSUcg+37+XAQMAskSsZ0R0BMGRwVhprLJ6SQlinoBdKe1QjctvPgYvWhf8nu2e8Z04FmprBpedyayzA1O1KZAkiVULJrN87kQGdmvG1QunY18TBYGWJRT80kVN7U82Ic/9JOYejqT3Rr1tSa4Rr5OpGzNr/kHjfJ34/cYCRhxty+BDLZh/bniSa3UsWhPLcQ0wKTUKK9U2LKJWYxm5hQ75tmFn5o2jiQs/N/v5swriTqoxCRsjG5ptasYj30eoFQJ5bMREv6NfCve8r/Is4AEdirTDxuQLf7MGDOQQzNR66Yik6FhkIJvurEix3WhZ4LtYp1hF57oIgsCFV8diX79++V/6dWnIz4uns3rhTGbVWMtv9xfg6XMNmSjQooSCX77R0LCwjA9L8w2V+OlUFN3XhvH7uUjeBGacvG1ghB+j/+lEmFZD/ZI3sGt2Cwubn7GM3Ix51GrUZmsZWaUX90MX06FIF4yVxhl27exCKf8YKLHS2LKozjb2PdzIsksTiNKlXOPx8uuTDD/ShrYFe/N9yXE5qnoEwEgJLllQ5W/AgAE9KvnHnnrVXZsiSXDoyVaCIgMAqOhUl0d+d/AKehp7jlKmYnzl5Uw/3Y/w6LAUX0sQBL4vPI7uq2rw5/qf6du5IX6+3nHGWBsLjKynYlEbFe62H+9Pnm91TP47gj6b9AH4oPCMDZb4BOtwbDQLu/43UFQpjq9RKwIVA3ASfkGmOUAFlwrMrD0XlTzzHPpZjVIukM9WRP155joni5lawNE8Z9k4Aynjq/yrqeT65jk5DdNkStiTwsnUjTchz5PdkHQo1J/tnqvjNbzyfv+G1y+fwkXwOfmWHitrM/pUZ/71Okz1/HJWd9HQvJg8dmP0Lkhi8bFIvlunNxShkRKSJPHQ91as7NeH5t1pJTxKYuf1KIb/rSa6aH+I0Y8M1nRGVNznx8Z/0rloPyyMBMQs1IrMDHJZipmuoVzYpgwDykzL8EDJ5dcnuetzle+Kj07Wsehk/nU3Fzbw5XPi2QlquNXI7mXEklC/j9IO1WKbtxMjYWVn5MID35vxxhazq4CHdckEgyiJodVquX39EgChIcH06dyAg7u3xhljbSIyOmYTUvgTuRQvf71t6fxbGMuPR3LvjRZdEnathH0lJlRZyZJ6f7Gs/i4cTFxZf3tpnDHRWomzj6MZtyuczlvHoBNaY6T9HgEBR3OBKU2UlMp3AN/wt/QpNZJ8VmmXh8wOBEGgT9k+rGi0gqEHh7L2+lqMlPqKks/cNCaKf7gPCy6MZHK1JQaHlgEDWYgoCskmmpkqzSnnWJN/nu1O0ZxWGjvMVFaxEk6Dyszgl2uzCYsKAeDR/TsEB+n3Fr+tms/8scMZXXQhiy+Ow9PnOsQ0AB5aW8XKjmqq5P0YgPcLhc2XovlubTgTdoez/3Y0PsE6JEniVdAzDj7eyprrc3ke+DBFa73x9iY99rQl0Gcgu8/15KK3PYJM7+Ex10CpAj/RplgBCtm58tDvJgsbzE7RvJ8Dqk8CJcZKUyZX+x8eViUZfKg519/+m+QeNDw6jGWXJrDn4ToW191BSfvKWbr2lCAX9Ylcn1OShAEDXwKWMf2x81kU5on/XXoUH8P/rk6HD9Lu5Waz5OLYOOe4mRega7GhDDvSmvehr1N+rWhbwn1CwA3u3bpKt5bVefnscbxxhR1lLG2vYmIjJXltPt4TnvvqA/Bdfgtj+r4IDt+Nxj+FTd6jddHc877K5jurWHR+FDNOD2Xg/n4039CNJhtb8+PtTviadCNIPhelVIDu+W+DyRjq5W1BLrO81M1XMcXv83NBIdNXlGiU2b2SjEWtAFcrgy35XPkqG7fbmclwyqFRvQ/Nq9LCovOjaOrelQJWxZMct/fhBvzDfehSdHCc4/fv3qBPx/qxEXVzBytKTahCiTyV6F58FIIg8NRHx+ozkVx+/jEjS4cPUcqNKI0OU9y+GILsLaFRQViorSnrWIOKTnVxMMlFlDaSG+/OceXNKWrlbkl+yyLx1hYSHMyMectwqNKb08+NCPo0liP4IrfsxfvI0+xocxNn09wAuNuJCUrKZDXpbTAkSRLPfCUCUmho08od78ssvTieWTXXYq2xT9dcH5o4Lqn3V7JBMVtTId7v7nNrLpfdGJoiZiyZ0RRx0L5BDCg/gII2BTNolenH8602XjPvAQebsLLB3th/P/S9xZa7PzGhyop45+skHcOPtGFg2RkJ3rcTIiI8nGHft+bsiUOxx3r0H83AMdMRxbhC35Ikcd1Lx4YLUdx8FT/b11wD5VxllHKVkc9GxMVCQJ5INZokSUw40Y2qTj2QR1dh15nHvIi0J1JSEirbgFa4j2n0VMzU0Lnch4aMEg0358HBJBfHvz2DpXH234vS+lvXSTq+3/09rQq2oplHM4LCJZ76JN1o+XNDq9My4mg7+pWZSPNCZWN1fg32JHVkd1PEL42voXH7B4LCJR57J12ZERoVzLAjbfix4f4UVQu8DHzMqitTmFVzLQBnXh7gnNcRRlRYAMDWtT8xe+KgWEd88dIVmfG/35h5ZSDDy8/Dw7pEnPkee+vYdCmKM4+0ce5/EhJhsnUImj9xNM5PUduKFLR14fLbrYRG+9C8QFdqujZHFETCo+B1oMRLPx1PfXX8fW8LzyI2YRb5IzJsY+fUKKBNKQXOdv/wz/Mt/FDlJ7rsqkBj96YsbjQzdR9uJpGR37H/Nt19F/KKTXeWc8/nGg3zdqS8Uy2MFWYYK0x55H+bHZ6/8iLwEW08elE7d4uMeUMZjCBAXhsRE5XBnqQVwx4lY/laGrcDaHUSd17rn1Xn/juMtgV7sfbmIlp59IgNqC67NIGSdpWp7tokzrlP/O8x6+xARpSfT0GbUim63q17F/huc02ifosEHZiaW7D4l+2UrZhwkptOkjj3RMuOa9HcSmCfIgC5rQXy24rktxVxshCx0AhYGIFMgMtvTrD30a/4hQdgqSiKsViBd765eeIjR0CFgBoBMyLFfwmRz6Oa4yhG1WjA0svdeBfqhSiI/N5sD4Ud05eAnFFkxndMq9P7wTK6Qic7UMggv62IUv5xr/o5/i6zk+zeo3xF7T0/Yp6Oio3MxkQtEBGctptDlVwNOfPiQLJBkkb5OtHvQCMa5euIlcYu9niBQsVZu+sMg7o35+kjTwLe+HJ25CGUP6iZ5N+DCVVWkdtaw8zmau681rL5UhTHX/5GuGwnRtG9wb8fN/3lmKiguLMMdxMffINPsuLSNPwiXiEXFRS1LU8J+0osvjCarkWHUcGpDq8DJe6/1fHvnTecuBcCdkPhwcf1Smixs/uDKPlWngfdYF2zs7EBEo2SHBEgyQgEQcDNCp76QGAmGojCNmUYXXExY//pwtRqv+Jo4srlNyfZ9eAPgiL8cDRxI5dZPqrnaoKLWd5E53kb4sW0030YV3l5sgESc038AIkBA18akiTh6eOJh7VHdi8lDhYagTf/ka+y0TjyLuQVdsZOAOS3KsqbkOcERwZiojSLM1YURCZUWcXEE91YWm8X6piqvqRQqdUs/W0Xs8YP4K/NawBYs2oer7yeMX7mSszMLWLHCoJASRcZJV1k3HujZf+daI7f/5gwEBAGRzy1HPHU9x1RiOBooW8gbKoSUMohPAoioiX8QiVe+C/kyP1OmEf+iIxcAESK54gUD1FQ8zvNiiloWFgeW9X2593VBET4sqPN5c9eN1YURH5q+hNtt7bF0dSRsk5lyW0tflGBkpWXf6BuntY0LFDW0AjRgIFswESldwJEJdEKykhhQtVcjTj8ZBsN8rZPdk4Xs7woZSoe+98lr0Uhqrg05ODjP7n57jzF7CrQ/tu+WNvaM2Hwt4SHh3HjyjkGtG3GhCUrWXRhNEPKzaKwTZnY+fLaiExoqMInROLw3Wj2347GK/g+QYoJKLU10ATvxD9Yxum3oBeErIIOf24+3cB4oT7K6CZotN8gEUKUeJEI2VEERCyiNiKgT3l1thBoUlROXQ854brX/HByAUvr7WLdzUVI6PihxpiM+LhzHB+05J/46AiPAjtjJ4aUm014dBgHHm/mtxvzCY0KIiQqCAdjV9p4fI+7VbHsXnaS5LL8GCAxYMBA1iIT9c/0/mESNVybcPL534yooJfSXVZvFxqFMb1KjGfw4RaUd6odZx+Sx6IgC+psZfrpfpipLKmfpy1lHWsiFxN3cxYtWJ6Bjaaz7v0SvHe/JijAn76dGzLih/l06NY/nlNWFAQq55VTOa+cZ7469t+O5h/PaALC9a9LwBMfiSc+Wg7f0xtGHUGEyTYRIduLQlcBo+gpyHDi7SfzflihVnhBhHoM+aztmVBtO/msLdl8exWX35ykglNt2hbsTS7Lz1+2MSlkokAea3juS4orc3IiMhHy2MQNkBj4/PjqKknsHRwp6pxzY0OB4RJPksnOSoxIbQQjjrZjef3ky9sf+N5k0YXRVHZpQMdC/VHIPta4Bfr7Mbx3Wy79eyL2WLG2FZDVlFEjd1OaundFLTdi9tlBWCgLoo4YxsmHEsERiVwMsNDoHeUquYBKDsGRodwNHYgYVQ1lVMINckVBomTuW7zSTqFWnrpsvrOK7sVG0qFwv9gxzhZCjtEiz6gIsSRJPPWRMjVQAuAV9JTJp3oiE2SUsK9MS/fvsDN25k3wc54F3mfT7ZXUz9uOZvm7xpaeS5LE1ben+fPe/5Akia5Fh1LEtmyS1zFSQj4bMUFJNENUPXUYsrQylozO0rrx9gZ/XPuDhQ0WJnl+VhMeJeH5Nq5d2XX/D9RyTRzn1cHHf+If7h3nHvspJ5/v5dKbEwwvPy/F15Ykid9WzWPZnAmxxxyccjF9yW+Uq1Qz0fNCIiVOP9Ry/qmWKy/iV8IkR7TwkEDFcAQ0SNoojEUd0+tupXJec8RPpDSidFHUWGdLt2IjmVTzBxzMcsZ9KL2/df9wf9psbcOa5mtws3AjKFziiY+OTOw3mSWcfL6Xf72OsKzRkni232BPUkd2Z2l9aXxNlSQAXv46vJNJ6gqPDmPwoeasarg/SYfVB54FPGD1tVnMqKHvT+If7sPoYx1ZVn93rFPs5tULDOnREl/vdwDI5XK6DR3B/YK3aFagK/XztI03b2hUML9en8utt/cobjabO6+cefQ+8bVLRBMu2024bAuiZIVCVw6FrgIKqQjR3vcwCrjOlCGdKeWmRBAEtDotw4+2YUi52YiITDnVm+puNVnaeEay7zmryIzvWLRW4rGPjrDIDJku23A0F7AzNdiT9GLYo2QsX1MlCZ/4wKK0kQw70oYVDfZw9uUhTr3Yx5hKSwA49nQX93yv0r/0lATneBH4iMNPtnH5zUnk4sdGF3JRgYCAIIgYyU2w0thiqbZj74P16E7reHDoJgQBOqhUvR5TFvyCvaNzkuvV6iTuvdVx/omWS8+1PPWR0EkQLTwiVL6aaOEBGm0X1NpmCCTcdCPc/yBh0lLc8imY2XAJ7lb6av39jzaz6MJoepf8gZdBD5lQdS7udrIE58gOMvs79ipAx/ugz2/DIsZUJCYkLf+5/i6zi+zeo+TcaEEmkZ7m6FmBiVL/A0tLxqdSpkIl0xAUGYCp0jzJse5WxVjZYC/7H22i/8HGDC43i2K25QEws7Bk1bq9TBvTl7+3rwfg5rbzOF3MTf4NRVl0YTTvQrwYWHY6peyrANC3msS5p1pOPdRy/aWWwPC41/MP+xAV/vDG1Kj4H8HymYQoO6OJ7oxK1wB0InLfqzSsoiDIaAeh0e+ZVmo5E45/S16LQnGcdzIRrD7zrN+EEASB3NbwzJdMld5yNs3Nivp/IxcVcTavLmZ5cTHLS0Wnevx6fTY/nPyOxvk6c+rFfp7436WYXXmGlpuNvXHyuv1qBXpd/C9VGN+AgU/YeW8nrQq1yu5lxEOtEFAriBNoKONQjbW3FscJktR2a8HAQ81oX6hvgprc1V2bsO/RJh763iK/VdEUXVsQBHoMGIOLW16mjupDSHAgb169oHeHeqzZ9g+lyldN8DxjpUCDwnIaFJYTqZW49UrH/bc6nvjoeOyt412QlLA0pS6aKB9Por3vofCugPjuAuOG9KJxy4Qzmaed6o1SpqZP6QlYG3859ykLtQW/Nv+V7/d8z55OezBVq8nzmVeUSJLEpjsr+KPF9hyTHGHAwNeKpZGQbJBELddQJ3dr9j3aSHP3b5Od083cHUEQeBZwHzfzAliorelZciyTT/ZkVs11yEQZxUqVZ92u0wzr1Zb7d24QHR3Nrwvm0r57X66aneaR3236lPoBURDRSTr2PdzI7gd/0LXYMAaVnR57rZAIvWTYw/c6nvvppW79wySCwyVkogKF2Aqft2V5de9fIr09ifD9h6hXl2jVvDEjZy1Eo/nYPPfX67Op5daS3OYeDDrUHJVczcgqQ9L5Ced85LIPFSUSIRGfp2GxMo4fIDFgwEDWYxpToQhKTJTm+IV7U9mlPsef7+H8q6NUcKpDLbfmHHv2F6df7Kdqrkbx5shllo8eJcbQo8THKj6dpEMraUGS0Ek6QqOD8Ql7i2/YW2SCjC3aH8njVJAnb+6BCP9ymBZzCzG2z1JKO1cjl2m+BPdEMlGgiKOMIo4yWpf2Yf+jPzn06G9kOOFh9h0qqQz+YfrAiUIEv/de3L54FP/nF4kyuUB0rgeYiUbMaPsT9Uq3iZ1378MNrL+1jO7FRnLoyRZW1P/7q7tHOZmLqOQ6vPylzya5SxQgt3XCARIDnx9fX5AkmWaD2Y0oCpiohDRXEVR0rsN5r6PUzdM6+WsJIk3yd6GGazNGHG3HuErLyG2hl4lRKJUMHTeLuo1bM21MX3y939GkRWequTWmmlvjeHMp5QLV88upnl+OTpJ47C1x00vLcz+9lq+Xv0RIpERktD5MIiAhhPujDmpDVPBtQsVfCTQfhKO1NXkq5iPEJC+1XZtR0bkuE493R5IkplRbHeeaX0LD9sT4IL31wg/8QjPPOiQlmyMTZfQuNZFrb89y5c0p2hbsRV6LQiluaKhW6CtIEusdYMDAl8bZF2eZUG1CCkZmPZZGAq8DPt5LnE3z4BUUt1GhQqakhF1FLr85SVnHhHV5h5Wfy/TTfVlef3eqmpvWa9IG51y5WTJrHBfPHsc1jzvFSqesAaFSJlA6l4zSueJmUUVG67Vrb9++xV/rV3Jy/1a0EcGxwfiK1eoy8fefcXH7KBsYpY1k8cWx6CQtYVGhHHi8lbm1NmBlJKL4wu5VuS1yM6TCEMYeGcuShkswVeub7j7x0aFNW8FqtnLp9XHKOpbH3dY0u5diwMBXj5EyfvA9IVp79GTAwSbUcmuRbAIXQI/io1lzfR5Tq/8CQAWnOrwPec2C8yMYXXExgiDglCs3y9b8xfZNv/Lr8jnodDqatf6WYqXKs+3eakYcaUsJ+8qcfXmQ6q5NWdlgb5yKeQBjlUAxZxnFnOPaFT9fbzb/vpItv6/C388n9ridgzNjFy6ldqOWccZffn2SF0GP6VVyAr9cn427ZVEEMYpc5rZ8DchEgbzW+v3K5yaRYmUkkMvy63I+GjCQUxEEAUsjgXdBEtVyNeL0i/00c+/KsHJzGHy4BR5WJbFQWzOp6s+MPtYRI4UJpR2qJTuvKIhx+mKp5Gos1TZgWYTyTrUxUpjwyvkppaKqMHlEL96/e0WD3u1RKtVsvL2cF4GPUIhK8lsWwd2qOHJRjlbSEhEdxh3vyzwPfICp0oJabi35sfGfcXwr0dHRHN23g99XLuDu8ytQASgC4kORDqZ9GDZ8HmqNfvwD35v8cXMhWp0WJxNXnvh70q/0ZMw1asxzuP8yM7A2FlHL9X0Vo3P4nkUm6pOCDQGSL4evKkgiE/RR6pyOqZp4lRgppYpLQ36+Oj1FQZIPmCjNmFHjd8Yf78rsmuuxMXKIfa1GvaZsK32NxTPH8m2fEXHOe+h5mz3b1tK4VWcKFCoe6zATBYH8tvrmVf9FkiRWr1zAqrnjP6kq0Zc2ju13Ctc8+iwySZK48e4cffbV51XwM8ZVXoatkWOcuWy+oKzfhBAEAVcrAbkse0sOS9pXjm2allJUcn25oSFAYuBr4Zn/M5xNnZGJOacc+lPMNXGDJIIgYKm2xTv0TZx7fpuCvVhycVyiQRJ7Y2cqONVmz8N1KcoMjnOugzM/bTzAxl+X4+yaF7n84yOIJEnMnzqCcpVqUrlGfVTq5Ms+lXKBcN+nDG5bWn/AA6gMStRUKFSblhW/w9k1T+x4naRj6une1HZrianKghFH2tO/9GRqubXA2uTLvFc1LdCUQ48Ose/BPhq7N8ZYFRMo8c75m47/ss1zJb+3/DG7l2HAgIEYEup39V8UMiW9S01k1eXJsZIpSZHHoiBaSRvbmwSgqfs3vA19ydpbi+hWTL8XkcsV9B8xhWq1G3Nk3w6KlSrP6+DnvAp+ik/4OzZcWkYNqSkNy3aIFyBJiiHfteDGlfOx/5bL5XT5fgh9hv6AkXHc/nvvQl7x89XpLK67g78frsc37B3eoW9Y3nhRiq/3JSCKAm7WAqpAHW8DP49AiZWRQC4rQ4DEgIGchJWxPkhSxaUhs84OpJl7VzQKY4aVn8vMswOYV2sTSpmKWTXXMfJoewaXNUlxs/bEaOHejSEPW9KgUnu2Hb7G4pljGNxvFlbWtjTO1wmAx4/vsnrzLOQVldg7uyAX5ShlKjoWHoCrWf54SWPRumguvznBj/uncs3zLFQFjAFvsBEcadr3G3K7eLDzyRrCokK47X0Zc5UV35UYzbx/h9GlyCD+ebaH0g7VsP2KK6eNVQLudiLPfHWE5lBZR3lMD5IvpUeyAT1fVZDERCWlKvM1uzBVC3ECCKnB0cSVN8Ev0Em6OFHz5LA1cmRC5ZVMPNGdBXW2YvxJI24rGzumL14T75w929byx08L+eOnhZiYmeNRqDjuhYpjYmqGLMb59erFMxq36kSl6vUgxjFXrUYdVs3Vv7+iJcvRc+A4atZvFqfvxcLzIwmOCiJSG8GOtrdQiHG1HE1UwlfTsNXJXEQh6ngV8HlsPNQKfYDkS8vKNmAgKXZ77qZlwZYpGJk9qOQCRkriPGRWy9WEE8//pk3B72OP2Ru7oNNpeRvihb1xwnq8HYsMZODBJtRwbYq5yipV6xBFka69h8U77nn7Ght/XcbGX5chl8vJ616YAkVKYGfvhFyhQC6T4+vzHjMLS/qP+KhF7OyaB7e8BXimu4+ivIqeNmPo8t0QfHVvOfRkGwf/2cq4ysuxUFmz6PwoyjhUp6R9FXrvr0fjfB35rsRojFXCF/1wO6/ePJpubEppx9I4mDhgpBTIb6cPlCQoWZYD8Qq+iZulHQ6mDikYbcCAgazAwkjgTQqc4mUda/D3w/Xcfn8p2T52AP1KT2LpxfHMq70p9liP4mNYfnkiI4+2p3G+zhRR6YPj9h4uFLOswJhjnZGJctoV6sPA0tNpWb8I29z/x7Zz/8PO04lC+Urjlq8AKpUamVxOZEQ4z588ZNqiNXGCH5Vq1OfGlfPIZDIaNO/A94PGkde9ULw1RmkjmXq6F+Mrr+DauzOceXmQ74qPZrvnKjxsc6XiU/xycDATUcokXvrn7P5XVsaGChIDBnIiKrkQ4wezJkIbRlhUCBqFMYVtylDKvgobby+nS9HBGClMmF1rPWOOdaZp/m9onL9zqvxenyIIAgOKTmXuuaHMrrmeKQtWxxtzaNef7P9xE/wIxiamFIjxeT0wvxnr83r98jlF65bjqdV9nvrfo4xjddqW7K0PklyGgmGl6NZvJMVqlONl0GNCooKwM3JEozChmfu32Bg58NOVaTR378aG28uZU2sDSjlYGqX7Y/2sUcr1idevA6Uc16dErQA3K/Gr8Ul+TXxVQRJTZc76YSWGSp6yEvbEKOVQhStvTiWaCZwYuS086F1qAksujmVC5RVJjpUkiSP7dsT+OzgwgMvnT3H5/Kl4Y51yucUGSQAKFi1Fyw7f0axtV0pXqBYvcPXT1WlYa+x5GnCfaTXWxAuQAF+UdnxKsDUVUcgkXvjlbD15Y5VAHmsB2Rcqg2bAQGIcfnyYLW23ZPcyksRCIxAa+fEGUsWlAZNO9ogTJAHoWmwYa67PZVzlZQnOoxAV9Cs9hVlnBsbqxKeXQ39vi/3/6Oho7t+9wf27N/QHZEB1wAYsvW2o8rYBHtYlY0vaa3RrylnhIL+0PYaFqTUAppjTq+R47nlfZcyxTriY5cPRxJVabi0YeawDapkRw2Ia0Nt+oVUkH1DL1SxtuJSeu3uype0WTJQmqGI2Hc98JYJzuJa8qVpgy8UlTKyeM6XsDBj4WlHJ9RLBKbmHDC47i/HHu7Kiwd/JNnF3Ns2DrZEjV9+cppSDvm+VIAgMLjsT/3Af/n64jg03lqFWGWFn5ExxuwqMqLAAO2MnAB7cvclzzwfgCbjBu2qvePfoFfwCaONeq+fAsRQqVjr233UbtSYwwJ+uvYbi5OKW6BoXnB9JG4/eBET4svnOKhbU3sqEE9+yoN78ZD+LLxkrYwG1QuS5b84MwtubCTiYGQIkBgzkVKyNBYLCJaq6NOL0ywPUy6Pv19Gp8EDG/NOZUt5VKGxTBnOVFcvr72br3Z/of6AxPUuMoZxTrTRd00btwLhKy5hw4lvm1tqEhdo6zuuH/94e+/8hwUFcvXiGqxfP6A+YAbmAonD30RWmV/iNgtYleeh7i7nnhtJA1YHWw3pQvkrtWJ+Xi1le/ounz3We+N/DWGFGo3ydsFTbYGsifBYJ3pmNIAg4mQuYqPQy/lHaFJyUyZhrBHJZGnxeXypZEiQJDQ3j2PFTXL95G28fXwQBHB3sqVyxPJUrlsuSH78AGH8mQRJifnjhyZSwJ0bjfJ1Zc31eqoMkAKUdqrHDcw2P/O5gQeIZwoIgsH7Pvxza8ydnjh/A8/Z13r5+meDYZ4/uxzs3oSg9wLpbS4jSRuAV9JSm+b8hl1m+eGMUMjBPvJXGF4uFkYBKIfLMJ2duPMw1Aq6WX26fGAM5h5xgUz7FN8wXjUKDRpGzb0zmGiFORZqJ0gwJidCoYIw+qR4saluO9beW8DLwcYIP8sTI8HkFPWX2v4OYUHlluj/zfiOmULpCVQ7t2cbdm1d4/OAOWq0W7IH6wCXgLAS4+nLmxSHW3VpMpDYCURAJcwxlTe0TmKks4s1b0KYUy+rv5l+vw3hYlWD0sY6YKy0ZXHYGKrkalZyvQuu3iF0RxlYZS+strfm95e84mTohlwnktYGXfuCbib2v0oOVkYAkviRCG467tXt2L8fAF0hOsyefG1bGKQuSWGlsaZC3PZvurKBr0aHJjv++5HgmnujGCvu/4/wNLNTWdCkymIa27bG2c0BIIHvYvVAxth+9wb6/NnL1wmk8d10nJHcQdAFeAFeAAP3Yp4/uxwmSuBcqxpipi5Nc2/Z7v2CsMOVZgCcHHm9mZo21XH5zktwW+SjumCfJc78GjJR6iZQXfhIBOaRPiSBALksRSyPD79lA5mKwKenDTK339dTO3ZIF50fGBkkEQWBClZWMPNqeubU2YaWxRSFT0qXoYJq5d2XN9bn8fnMBDfJ2oH6edkn2XU2IPBYFGVZ+HuOOf8P82lswUZoB8Dr4OX1WTuTw+e3cfnERv+D3hEWF6r2oAhAIeAG7wamKGwUHleT2+0ssuzRBv87GyfenitJFsfjCGIaXn8fSS+NZXn83CtnXlxScHGZqAQ97kVcBEr4h2WNbBAHsTQXsDcH2L5pMD5L4BwSyYMlKAgICqVCuNLVrViMsLIzTZ8+zcct23r57R+sWTTN7GagVArLP6LtsphbSrOuayywf70JfEhEdjkqevK77f+lXejKLL4xmbNGktYMtrWzo0K0fHbr1g5hmh08feRIZEY42OhqtToudgzOueZJ3bOgkHWuuz+VtyEvehXjRyqMnNd2aJTjWyvjrjaprFPqNx3NficDwnLHxAHAwMxgLA1lDTrEpn7L3/l6aumftNdOCUi5grBII+cShVdm5PmdfHorXx6p3qYn8dHU6M2r8luh8TfJ3JijSj+WXJjC43Kx0rU2hUFC1ViOq1moEwIN3N/nt4nzehXjRzqYvRnWNMTExwy1vASytbWNtgFanRYcuwYrDD6jlGtzM3Zl8qic9io9h/+PNFLfTN423+cKrSD6lmls1VjRewTc7vmFpw6UUsy+GIAjkshIwUul45S/lqEpFO1MBBzOBb3dOYESlESk4w4CB1JET7cnnhoUGXomkqMdRiwLdmXCiGyef76W6a5Mkx1qqbSjjUJ2jT/9KVZ/FD+QrUJhBY2ZATPW71/MnvPJ6hmfQNU432U+kFEEHj/7ULdYmVfNuuLWMO96XCYz0o4ZrM+bW2ohW0vL7jflsabvjq92f/BeZKJDbWsAnRMfrAAltNvbAUsj0kiiGproGMhuDTUk/giBgZSwQpbUnJDKQ8Oiw2ICHucqK0RUXM/FENxbW+RONwhgAM5UlQ8vPISw6lIOPtzL8SBsK2ZSmc5FBWGvsU3ztgtYl6Vd6MsOOtKaic12uvDmFnZELHtYlaFevN8PN5mGsMCMiKIyXTx7H8XnZ2jvhmjs/V96c4tfrc5hfe0uCyVsJ8fv1ebQo0J0td39kQJmpiIKInenX6+9KCpmor+CwNJLw8telWXknLWiU+mC7xiCv9cWT6UGS3X8fwM/Pn3atm1OzepXY4xXLl2Xa7AUcO36aurVrYGZqmtlL+awwUgoo5RCZxoqB6rmacvLF3tjoe2pwNs2No4kb17z/pY5dqxSfZ2llg6WVTbLjJClubxifsLdMP92PUg5VeB7wkH5lJifaKFwQ9JmlXzMyUSCPjYB3sH7jkZ1OLbkIrlZijH6oAQOZT060KXsf7GVVk1VZdr30YKGBkIiP/67h2oxllybEc0LltSiEQlTi6XMdD+sSic7XsfAAfroyjd+uz+O7EqPTvb4rb07xx82FWKnt6Vx+EEVsyia5SZCJMmQkLff10PcW888PZ06tDSy9OJ4exfXrlItfnz0pYF2ALW230H5be7a3346VRl8xam0sYqSUeO6btRuOhBAFcLYQsTIWmHN6DmUcy1DOuVz2LsrAF0lOtCefG4IgYGEk4B2c/MOoKIhMrfYLo451wExlmeiz/gc6FxnMoEPNqOnWPFmJruTW6OKWFxe3vJSnFl0ZhnfoG9bfWsKeo+voWLg/VV0aJWlrJEli+eWJXHt7FmOFKcPLzyOPRUEA/rr3K03cO+BmaZ7mNX6pWBuLmKokXvpLBGVDcpeFRsDFIIliIIsw2JSMwcpI38C9sksDzr48SO3cH3s+ulsVo0eJMUw82Z05tTbGSZLSyI1oWZTynosAADzVSURBVKA7Ldy7cfnNSWaeGYC1xoFORQaQ1yJ+b6n/4ulznZ33f0dAZP/DTQwqO4sabgkE9FUW2No4xjt84NEWDj/dxvzaW+JU6CfFPe+rPPC7RU23Fpx5eZDCNmVQyg1VJMlhohLwsJfhE6LjbaCUqRJcMlGfuGWQP/t6yPTUb0tLc0qWKErlinE3uEZGGvLlyY0kSbx6/Tazl/FZYpYOx3ODvO05+Hhrms//vsRYNj1aiU7KmNQf37D37H6wlnHHuzLgYBMGHmzG4EMtmPvvUMb98w2tPHpw6sU+xlRekuSmyVwtoJQbbk4ANiYiBeyzLzPKXCNQwN4QIDGQteQ0mxIWFUZoVGisszmnY6ER+PT5zs7YCb/wd0Tp4nvGe5eawOprM5Ods0+pHwiJCmL1tfRVk7wIfMQv12YzvfrvTK72M0Vt0y9L8Czgfkwzxg2ERgWj1UWT28IDAGuTr1Me0NbYlik1pjDzZNy/rUYh4G4rZmt1jVoB7nb6AMlfd//imf8zhlQYkm3rMfBlk9PsyeeKVSqcOUqZilk11vHTlWk89Lud5Fi1XEP9PO3Y/2hTkuPSgo2RA0PLz2F2zfXc9b5C/4ONOf1iP1ICHcdfBT3nu79rcOTJdroWHcayertiAyRBkQEcebqDPmV6GJwniaCUC+S1EXGzElFlUTfUD0lcbtaiIUBiIMsw2JSMQSkXMFML1MndiqNP/4r3elnHGjTM25GZZ/oTrYufUSwIAmUda7Co7jbaFuzFptsrGXCwCdvu/Y/ngQ8JjQoGIFIbwfV35/jz0f8YfLglf91fQ9eiQ/lf40Osb3GO4893s/rqzATtwqdIksTqa7O49u4sc2ttSnGAJDDCj4UXRjG+8gp+ujqV/qWnQEyvRIM9SRnWxiIF7UVcLPU9nTMSmajvY1XIQcTOVDT8Tb4iMv1RpVnjBom+FhoWBoCRJmfruGcX5pqUZWYlxIeGU/7hPvGaT6UEM5UlZW2qs/fhBpoX6JamNRBjNHY/WMvBx1to6t6VURUWYaXRazNqdVpeBj3ifchrVl+fxawa62KbLibG1ySNkhL0zXcF/EIlXgdkTSMrhQyczEUsvrIMbAM5g5xmUw48PEDD/A2z7HrpRS4TMFcL+H+iE17KvirX3pyO1/DQ0cQVJxM3Dj7eSoO87ROdUxAEBpadzv+uzmDV5cn0Kz0FCYm73lfwDntNDdeEpRM/JSI6nJlnBjCp6s8pLk9PDq+gp8w405+ZNdZipbFl+aWJfFd8FMRUK9h8xVlaNXLXYMXFFTz2e0xey499Z0RRwNlCX8b+wi9rq0psTAQczfSBq2tvrrHm2hp2tDfI1xjIPHKaPflc0SgEjJQQGpmy8cZKU2bVXMu0032xUFvTJH8XyjhUJyQqiPs+13nsfxdBENDIjbFS27Lp7ioa5+uMTEy6ajAtmKks6F1qIoER/my4vZS1NxfhYpYPZ9PcWKrt2OH5C15BT2jr0YvepSaikCnjnL/q8hR6lxqDrUkWef8/YyyMBMw1Ij4hEm8DpRRJtKUWUdDbEjtTQ/WIgazHYFMyDhsTgYAwRwIj/RKUkK+Xpw3RuiiGHG7BuErLE+2h6GFdgglVVhARHc4/z3ax+c4qfMPeEhoVjCiIFLQuSV6zQnxbdjjGMX1IiAnST672MxtuLWP2v4MZU3FJgjbIJ+wti86PppBNacZUXJLiZ1adpGPa6b4MKTeb+77XcTHNi5Opm6GKJA2IooC1sYC1MQSFS/iHSgSEp13m0UgJlkYClkYGO/K1km1PdF6vXvPw0RPsbG3I5ZK0Y/xrxUQlIE+hzm9C1M/bjsNPttGuUJ80nd8yT3fm3x6BjZEjlV3qJzlWJ+nwD/fGN+wdCpkKI4UJkdpwFl8YSxHbsiyvvyeeYZGJMt6FvmL97SUsqLMVU2XSZepqBQY92USwNBIwV4u8C5bwDs4c7V+ZqH9gsTUxGAwDOY/ssinb7m5jYf2FWXa9jMDSOG6QpJZbC7Z7/hIvSAIwqOxMllwcy633FxhcdlY8B9Gn9C41kd9uzKfP/vrIRQUFbUrhFfgEE4U5pR2qJrmmRRdG07nIQJxM3dL57vQERvgz5dT3TK32K3bGTngFPSU0Koj8VkUhxlkjl33d97HptaYz6Z9JrG+9Pt5rRkqBAnZ6Z9a7oMwtYzdS6uW1jJT6v4dfmB/DDw7nz3Z/opBlcFqYAQMpwLBHST1WxgKhkSlP7LLS2LGk3g68gp7w98P1/H5jPqZKSzysipPXUi+LEh4dxquQ57wL8eKPmwvoUWJMpq3fTGVBv9KT0Uk63oe84sCTLWy+s4K6udvQo8SYBOW+Lr8+SYQ2jKYedb7KqsS0IAgCNiYCVkYSfmH6PUtGBOPlot6u25oYFAcM5DwMNiX1mKgENEp978R/vQ4n2Ku2Ub6OFLerwOyzg6mTuxXN3bslGkxXydU0zNeBBnnbE6WLJDQqGI3cGKVMic+7N4lWf3QpOpi/H6xn0skeTKm2OnYfFKWNZNOdFZx/dYwBZaZS2KZMqt7fmutzqehch8I2Zeh/oDHzausrJg1VJOnDVC1gqhZwkSSCIyAkUiIsEsKiEt7LCAKo5GCk0H/fTNUCKoMN+epJdZBk/6GjKRpXs1plNIlEyv38/Pnfr2sRBIHOHdqk6kag06XN+/vhvLSen12YqiR8Q9NWTVLNpRGjjnWkbcFeqT5Xp5NQiEpmVFvLuJNdkAkyysc40CRJ4mmAJ5ffnOLq29MERvgjCiKWalss1TZE66IJiw4mShdJn1ITyG9ZNOa8uJ99lDaS1VdnsqTuDjQK43iv/xdrIzFH//1ywnfMzgRsjMA3FN4HS0Rp06//KxcFrIyJCY4ASOgyqBFKTvjMPie+xM8rO21Keu1JcEQwgeGB2BnZfVZ/E2OFhEyQiI75Hecx9+Cx3x10Om28z04uyhlZYQFHnu5gyOGWTKr6E/bGLonO3b3YCNoV7I2xQq+3HBQZwIij7VhcR18ur9NJiOLHz0qSJHY9+AO1XE21XI2TtQMpZcH54fQvPRVHk1zodFrWXJ9L9+IjYuc32BMoYFUAU6Up/774lwrOFRIcY2UEFmrwDpHwDib2O5MRqOUCtqb6TK0PdkWSJHrv6c3sOrOxVFum6v1/iffHzORL/Lw+R3vCF/K3MFdJeKFLdZ88JxM3epeckOSY2q4t6fZ3VQLCfehTehIqUf+3+689SS+SJHHm5UE23VlBcbsK/NLoCKYxlY3/tU1h0aH8dHUaS+r9iaVGyvF/u5z4HbPUgKVGH1wLCJMICofw6JR/gURBnzxnoREwV4OYgXuUnPh55XS+xM/sc7QpX9LfwdoIaru1YPnlH6jhmkBvkBgbsqTuDrbcXcXgwy0wV1lS2bk+1hp7IrThRESH8TLoCZ6+1wiJCkYmyFDGJPT6h/ugkRtTzrIGDc07YaxKOFDSJH9nTJRmjPmnE5OrrubI0+0ceLyFlgW6s7zeLgRBSNX+5fjzPbwIfEiP4qPZce8Xqrs2wVRpjkKUsNTk/L/d5/IdM1bq/9MjIEn6RGKtBEJMcD1+gkPG+bk+5XP5zHIK2f15CZ6enqn6FgwYmrIsnmk/jMHaOr5G+7PnL/n5l98JCQmlW9eOlC5ZPDWXx1STeBbrl0hQhMCLgLS3jll6cwJNXDuT37xImucI14Yx43J/StpU5nHgXXwj3uNqko/iVhUpZl0ec2XatPi3P/4FM6Ul9VySby4vFyG/tRZDolbqCI2EoEiRwAghVZnAchFMlBJmagljhYQhoeHLICgshVoYWUh22pT02pM9T/biHxFA14Kd0zXP/9u7z8CoqryP479zZzItvScQeu8g0qUpqGvbVbGsXVfXXhDXXtbee1td1+6jLoKKrl0WEEFcRUSKFCmCdAglkD7zvAhVAuROZjLt+3mlk7nn3jm53F/u/O85JxJWl1hav23XP+wX5t6n/gXD1TFz309CLS9ZrMd+ukFXd71PjZKb13lf01aP14z1U3Rhx5t3vlZRXa4JK8bpy9/eU6esg3Va68vktEIzamDyyk80d+MP6pt/mL5a+bGWbpmv7jn99efWl0rbHz5oks4fqZK0tnStrv7qOr06/F8HvHEPBKSSCqPiUqOSiuBCwZiabMny+ne7cdnlHz/9Uy6HS+d1DH6aTzScaMuUWM6TeLBqi6UNpeH5g/Gthc+otGqrZhd/rxEtL1Df/MNC2v7ykkV64ef71Dy1nUa0vEApSWn7ff+zs+9Qz9xBOqbFIOUkN/yC5PGqsloqqzIqr5Iqqo2qAzXZE9h+b+K0pCQrIG9SQB6nuD+JI9GWJyJTIi4QkBZucOj6b87T9d0f3/kA1v4Ul6/Vd2snqaRys1yWW0kOl/K9RWqd1qnW7YvL1+nrVZ/q61WfqnlqW/2pxbnK9zbe630rti7Vawse1//WTNB57f+m4UUnKsmy/zuasOIDfb3qM13b/WFtKF+rx2feqDt7vyiHcahxml/pHvIECIX6ZIrtIkl9fPf9DL3+1jtyuZJ0/jlnqG2bVrbbaN26dVD79vv9WrtyuXILi2RZYV+vPmQCgYBmr7T/ZNYOq0qW6cFpo/TwYfYWcff7Aypet1qZOfmyLKPSyq2avPxjdc8foFxfYXAHs5uNZet148Sz9NThH8gyB/595KYYFaZH9+8t2s+xyuqASiul0oqaeYB3VNItU3PT4bBq1jjxudRgwwyjvc+iTX37a+HChWE5rkipb6bUN0+u+uY6PXHkE8pNzg2qnUgqqwxo/ppdhYIVJUv1zPe36a7BL+93u9Vbl+uWSefpxv5Pqnl6uzrv79ZJ52t4/gkqymulcQtf1s/rf9TwFiN0dKvT9ppnuD42lK7RDRPO0tBmx2nehh91Rqcr1DKj4x4FgNa5u6Z2ilYNeW284csbdEzbYzSgyYA6b1PtrxnGXlIe0LYKqbwqUOvfKZapGTHiSdo+BN5d21NbNaYsm6JnvntGr/3ptaCmGiBP7AlFf8VTpkQqTxRH5255VUDzVoenAF1SsVnX/vfPemjo2/rnj/dqyfqfNbz1Scr0ZivDnSNfUrKSLJecVpIyPbn7nRpyd9sqS/TPGXdrRclSXXHw3Wqc2uKA28xYPUXjFryq2wf9Qx3yrZiYaitezrGGQn/Zxz3KniJ9jxIv5+7aLQG9MuNtbSxfr5M7XBTy9nf/zmvWum/11pyntaVik3J8Bcry5MrIaM766SpMbqphLU7QlopN+mrZR7p94At1+g5rd+MWvKrvV03SLQP+IYdxaNSXJ+mKXnereXo7eZOM2uTFxu8r3s6xhkCf2RPpe5QGW5Pki/ET9e64j9SosEAXnn+2cmqpttdFfU8qy7Ji7sTM8NUszB2MwtRmapTSTDNWT1GPA8wJv7sdw9cty8gYSz5Xqg7fz8K9dj0/4279tftNctQyx+/vGSPlpsbGTYii+BxzW5I7ScrwRfpI9hatfRat6K/QZEp9+nBr5VaVVpUqPzU/6DYiyeeWkt27FtptnNpCVf4qrdm2UvnJez9BtUNBSlPdO+R13TTxLI3s/YDaZ3ev0/5G9XlAl350jNqt7abj2/9FV/a6L+Rz7gYCAT3wzdUa3OwYzVk/vdYbmFSPUYondv7tNMS/9Ut6XaKbxt+kgc0G2jguKdMpZSbveq3aXzPf745fq2WkpDqu+zJ7zWz9feLfNebkMXI46rc4M9dHe+ivyOfJ7m3E8u/C66q5Z9lUGvrn71LdGeqW108/rp2qK3vdrR8XTdWKwBIt3bRAM8qnqqxyqyr9Var0l+u3LYvVOrOTTmh3vlpktK+1vUAgoC+WjNW/5z6rc7peowFFR9bpOEqrtunp6bfpkcPGqCDNIacztn5fsX6ONTT6yz76LDoyJV5+DzmpAQ1vebwu+eQ4ndzh4pDfO+z+nVe3/H7qlt9PVf4qbSpfrw2la1Tpr9AlPe/YY62T8uoy3Tv1Cl3f74la16v6vUAgoDdmP6Glm+br79vvTd6b/7K65fdXi4yaNbgaZcTOd107xMs51pDoM3si1V8NUiSZNHmq3h33kTq0a6Pzzz1THo+7IXYbN+pTJJGk87pdr1snnacn8wdExUJQizbO1cby9XUu2qR7WIQPwC7RkCmf/fqljml7TIPvN5QyfXsutHtShwv1zs/P6dKed+x3uxxfge4b+n+6f+qVapLWSud3u/GAo0HS3Vl6fMBYZecVyNh88qqunvvhTuX4CvXtivF66NB/1/qEV34qWfJ7zTKaqdJfqRVbVqhRavALijqsHetW2TNrzSxd9clVevPEN5XuSQ96/0AwoiFP4klOSniKJJL0506X6eaJ56hf4+EqSmmhbnn99pknc9Z9r/+b/aRWlCxRn0aH6bDmJ6hRSjMt3TRfM9ZM1YSl76tjTk89dfiHtkYzPv3dLTqnyzXK9mUoO5k8AbAnMiW0HJZRfppbnXN7acaaKeqRX/dRz8FyWk5le/OV7a39Qbjj2pylJMulKz//o67r97iapu171E9ldYXu/+YqNUppphv7PyVjjH7bslifLnpbTx7+gbR9kfpUD3kCRIuwl2UWLV6i0WPHqVXL5rrwgnMIiiCkumumQwpWljdXnXIP1uTlH4fysIJSXLZO90+9Upf3vKvO2+TypRaA7aIlUz5Z+qmOb3d8RPYdKpm+Pb/U7lkwSDPXTFN5VdmBt/Xk6L6hb6hDdk9d/tmx+nH11PAe7AG8PutxrStdrYXFP+muwa/UOtVKstso2U2e1OainhfpH9/9o8H3O2vNLI38dKTePPHNmJy2DrEtWvIknqS4jcI1lX66O0stMtprxuopB3xvx5yeumnA03ps2LtqldlRL8y4R5d9doxG//ycfEkpuuWQf+ivPW62VSCZvuorba0s0SFN/qC8VBNzT/0CCC8yJTxyU4xGtD9fY35+IdKHstMfWp2qmwc8q4e+GaV/z/2HSiu37vWe4rJ1uvrLERpQdKTO61azvs3781/R3V9fqpsHPLNzFEphOlkCRJOwjyQZPfYD+f1+denUQT/NmlPrewoL8lVYEJtTljQEY4zSfUbrS4J/MuvMziM16suT1L/xEXsMF2xIm8o36Pr/nq5RfR5So9Rmddom2W2ifu54AA0nGjJlc/lmVfqrlO3LDts+GoLDMsrYLVuMMfpDq1P1yaK39ce2dVs4+9Dmf1TvRkM16ssRunfI68ry5oX5qPf23vyXtGDDT/pty2LdM+Q1pbpqH43AKJJ9G9J8iO6ZfI/Kq8rldjbMTf3nv3yuB6c8qDdPfFM5vpwG2Sewu2jIk3iUk2xpWUV41iY5s/NI3Tvlct3Y5Yk6vT/J4dKAoiPrPJ3WvpRWbtWz02/XI8PGyOUUo0gA7IVMCY8kh1GXwuYqq9qmDaVrleWNjodqClOa6rHh72rsvH/plknnqbRqqwpTmqppWmt5nSkaO+8Fnd7pCmW4szRtxZcaPfd5dcw5SE8cPm5ngSTLx3ddQLQJe5Hk12XLJUnvfbDvUQxHHTFMR/9heLgPJaZleutXJElxpemUDhfr4k+O1IAmR+pPbc9Vuju4dWGCsbl8o64bf5pG9rpPbbO61nm7HG5CAOwmGjKlsrpSV3W/LGztN6Sc5D2z5ciWp+qqz4/XcW3OqvP0jCmuNI3s/YDun3qV7hv6RoNO6zhh6Qea9tt4rS9dpVsOeVZ5ybVPF+V1iaHs+2GM0UkdT9LoOaN1RtczwrqvQCCgB6c8qLnr5ur9U9+XN8kb1v0B+xINeRKPMn3Sqs1SZXXo2871FSrLm6eFm2YrO68g9DvYh8f+d4PO6XqNUl3pyk+1omL6YgDRhUwJn7wUo+Pbna1xC17ROV2vifTh7GQZSyPaX6AR7S9QIBDQqq3LNHf9D3r6u1vVv+hwrdz6q9aWrpTTOHVRj1vUOqvzzm0dllTAKBIg6oS9SPL0Y/eHexcJIdlt5HJKFVXBt3Fo8z9pcNNj9dWyj3T9f0/XGZ2vrPeTVXXhD/h166RzdfnBd6l9To86b+d21qzHAgA7REOmZPuy1TWnS6QPIyQ8SUYpbqOS8ppCicfpVcecg/Tjmqnqnt+/zu20z+6u1pmd9NEvb+ro1qeF8Yh3mb9hpv4991kZY+nKXveqWXrbfb63II1F8g7k9C6na8ToEWEtkpRXlev8D85Xr0a99OJxL/JFIyIqGvIkHhljlJtitGJTeNYmObvz1Xps6g3q0+awsLT/e+/Nf1nJrlQNKDpSXpeUxQNcAGpBpoSP02F0bLsjddI7j+nMziMjNjPK/hhj5EtK0dtzntG9Q1874IPBealGSQ7yBIg2fGsQQzK89b+IOiyHhjQ7Vo8MG6OXZz6kbZUlITm2/Xnn5+fVu9Gh6pR7sK3tclIIDQAIt99fa49tc5b+s/AN2+2c2+06fbjwNa3e+lsIj65260tX6/6pV0qSzukyar/54nNJaYwiOaBkV7IGNBmgl354KSztl1aW6rSxp+nPnf+sK/pcQYEEiGPZyaZe6ynuT1FaSzmMQwuLZ4VnB7v5cfVUTV72kS496A5JUqN0bp0BIBIK05wa0vRYfbFkTKQPpVZlVaW6ccKZGtn7/gMWSNzOmrVWAEQf/tKLIaEcVeF1+nRet+v09Pe3hqzN2vy2ZbG+WvaRTu14qa3tHFbNHI0AgPBK80iu3caVtshor+VbFqmyusJWO07Lqb/1fUR3TL5QZVWloT/Q7TaWrddNE86SPxDQX7pdr16Nhu73/YwiqbsbDrlBHy74UN/+9m1I291asVWnvHOKLj74Yh3V5qiQtg0g+liWUW4Y14H6S/vr9MA3V2trxZaw7WP11uV66vtbdNvAf8phOZTmqRl5CQBoeE6H0QU9z9e7815UIBCekYrB8gf8umPyhTqj81Vqn939gO8vTGfaRiBa8c1BDPEmGXmSQtdev8bDtaVik35aG9ovQ3bwB/x64JuRurbvo7KMvVMtJ8XIsggOAAg3Y8xeRelDiv6gycs/sd1Wy4wOOrPzVbpxwpmqqC4PyfEFAgG9O+9FXfHZH3X5Z8fpnimXqaRys67sdY96Fg7a77YpbsNaJDY4LIf+ddy/dP0X12tVyaqQtLlk4xKdNPokjeo3SsNaDgtJmwCiXzhHk2R78nVRj1t115RL9vtl2frS1fp00WjdM+VyXfX58Xrwm6v1zs/P68fVU1Xlr30O40AgoMnLPtaNE87UzQOeVaorXcYwdzwARFrzrGT1Khyor4O4RwmnZ6f/XQcVDFS/xgdebybda5QeghliAIQHRZIYE+rRFSN736+nvrtZlf7KkLYrSaPnPqe+jYapSVorW9tZhgXbAaAhZScb7V6XPrLVKfrkl7eCaqtv42E6vt15umni2fXOlt+2LNHIL05QSeVmPTpsrE5q/1cVl63Vjf2fqtOaKQVpZIldGZ4MPXXUUzrv/fO0rXJb0O1srdiqW/97q0Z+OlKPHPGIBjcfHNLjBBDdHJYJ69S5BxUcoo45PfX67Mf3+tncddN1zZcn6+Fpf1NpVYnO7HyVHjpstE7ucLFyfYWa+tvnuvLzP+n6/56u0XOf0/gl7+v7lZN2vj5z7TQ9Pvx9NUtvI6lmHRJvEnkCAJHksIyu7Hep3przTKQPZadxC15VeVWpRrS/4IDvdVhS4wyyBIhmYV+4HaGV6TNauTmgUI0wzPTk6IR25+vxb6/XNX0fDk2jkiYs/UA/rJ6se4a8ZnvbrGQjJ4tYAUCDcTqMspKN1pXUhEu2N18V/nJtLt+oNHeG7fYGNjlKldUVumvyxbp90Au2tw8EAnp3/osav+Q9XdvvUWW4c3T75L8q05OjJw//QB6n94BtpHmMkpkaJSgdczvq2gHX6tg3j9VZXc/SGV3PsLVI5vSV0zXqs1Ea1W+Ubh9yO1MKAAkqJ8VobUlA1f7wtH9Gpyt108SzdffXlyrdnaU0d6Zmrf2fMjw5uqbPwypIabLH+5ult1Gz9DYa3PRYafv0jTNWT1Fx2Vot27JQldUVuvWQ55TjK9i5jdOSCsI4dRgAoO5aZWerXXZH/bBqsnoUHBLRY/li8VhN++1L3THoxTq9vyCNxdqBaEeRJMY4HUYZXqPibaGbh/GIlidr6ab5eu2nR3Vml5H1bu+rZR/pw4Wv694hr9meZssYFrECgEjITTFav3VXEX54ixH6YskYndDuL0G1d2jzP2nehh/1+eIxGtb8+DpvV1q5VfdMvVxN01rricPf15aKjfrb+FN08UG31Wn0yA75jCKplyHNh2hAkwF67vvndOQbR+ruQ+9W78a9D7jdlGVTdMfEOzT25LHK9GY2yLECiE4Oyygv1WjlpvDMH2+M0Z2DXtKabb9pc3mxtlRs1PAWI1SY0rRO22d4sjWk2bH7fU9BOg9vAUA0uX7g1brow8siWiSZsPQDfbFkjO4c/HKdHiRKdhvlpDCRDxDtKJLEoKzk0BZJJOmC7jfpnimX6ZNf3taRrU4Jup2pv32u9+a/pHuHvK4kh8v29pk+I5eTGxEAaGgup1Gmz2jD1pp8Gdrsj7p2/KlBF0kk6S/drtflnx2rXoV7TrW0rbJEK0t+1brSlVpfukaWLHmcPhkjvTHrCV3Q/Ub1ajRUm8o36Nrxf9bI3vfXaSHEHbJ8Rj4XWVJfSY4kXdb7Mp3e5XRd/J+L1btxb43sO3KfI0PGLx6vR6Y+otEnjVaqO7XBjxdA9NlRgK+ofQmQenNYDhWmNK1zYcSOZLdRdjJfagFANGmd3UiFKfn6ed0Pap/To8H3//XyT/ThwtdqvvOyDrxosDFSEdNsATGBv/piUIrbyB3i8pYxRtf1e1xfLBmrcQterXUeeX9g32PlA4GA3vn5eb0770XdM/g1uRzuoI6DUSQAEDm7X4O9Tp8yPDlasWVp0O25HG5d1vNOPfrtdTtf++iXNzXyixM0bsErmr/hJxkZ+eXXhrI1WrFlqe4Y9JLa5xykXzcvDKpAYrHAbshlejP15olvyuVw6eR3TtYvG37ZY7HkJRuX6LrPr9Oz3z2rf5/0bwokAHYyxqggLfZuOY1h7ngAiFa3DL5Wr8wK3XTxdTXm5xc0bv6runvwq3V+KLhRupGHda2AmMBIkhiVnWy0IsRD152WU3cPfkXvzX9Jl316jDqn99LBlYM1ZflnWlg8WwH59dThH+4VBmVVpbp/6pVqnNpC9w19w/YUWztk+ggPAIgkT1LNlI4bS2vy5cR25+utOU/p6j4PBt1ml7w++mTRvzVpxX80Y95UFSQ30dNHfCSntfefILd/daGmrfhSvqRUJSel6ureD6hddjdb+8tLZb7fcDDG6LLel2lAkwF6eOrDWrxxsbK92SqvLpfH6dElB1+ivkV9WX8EwF4yfUbrSqRtFZE+krrLSWGxdgCIVm1zWijL69WijXPVMqND2PdX6a/Uw9OuUZo7U/cOfb3O33mleZhmC4glFEliVKgXcN/B7fTolI4Xa0T7C/TJrLc0f8NM/bHtOWqd2VlfLnlXz07/u67odc/O928oXaubJp6lMzuPVP+iw4PerzE1X2wBACIrN3VXkaR7fn+9NPMBbShdqyxvbtBtXnrQ33XVJyfor71u1sG/m3prh5/X/SCH5dBjw98Nej8uJyMSw61HYQ89c/QzkqR129bJH/ArLzkv0ocFIMo1zrC0YE2YVnAPMU8Si7UDQLS7dcj1uuGLu3XrgLotnB6sTeUbdOuk83RM6zM1vMWJdd7OaUlFmWQJEEsoacYop8Mo3RO+C65lLPXJP1RndxmlNlldZIzRsBYnaH3pGv2warK0vUByw4TTNar3g/UqkEhSppdRJAAQDXyumrVJdjiz80i9PuvRerXpTUrWPX1eUc+Cgft8z/Mz7tYF3W+s134K0ixZFlnSUHJ8ORRIANTJ77MlWhkjNckkSwAg2rXNbiu3s1orSn4J2z6Wblqga748WRf1uNVWgUSSmmRZjG4HYgxFkhiWE4GnZa/p+7Cemf53Ld+8SDdMOF1/6/OIWmd1rlebxkh5aYQHAESL/DSjHbMmHVw4WPM3/KSNZevDtr/vVk5UUVpL5ScXBd1Gijs2voADgETVKN3IGeV3n7kpRj4XWQIAseD6Q67VW3MfCkvb362cqHunXK67Br+iDjkH2do2P80oLYwPNQMIjyj/MxX7k+w28tVtraiQSXWl6+KDbtNfPz48JAUSbZ86zO0kQAAgWridRtnJu67LZ3S+Um/Mfjws+woEAnpp5gM6r+t1dXh37YxhODsARDunw6hxRvTefnqSpAIe3AKAmNE1v6vKqjeppHJJSNv9bPE7emvOM3p02BjlJze2tW2616ggLXqzDsC+8S83xuVGYBGogwoGatxJP4ekQGKMlM+cvwAQdfJTjRzbI6ZPo8M0Z9332ly+MeT7mfjrh+qe118Znuyg28hPpdgOALEgw2eU7o2+67VlpKZZloyJvmMDAOzbnUPv1OPf3ShviB4gHvPzC5qy/FPdN/QNeZOSbW3rSZKa8uAWELMoksS4DJ+R29nw+3VaodlpToqRiy+2ACDqOB1GeduL2MYYnd1llJ787qaQ7uOHVZP15pyndHrnK4Nuw5OknccJAIh+jTN2FeGjRVGmJS/rIwJAzGmb3VYtM1tofvHn9ZrSMRAI6KUfH9DijXN16yHP2f7Oy2lJLbJZ0wqIZVH25ymCEYm1SULBaTGKBACiWU7yrkJ870aHKsOTrffnvxKStv+z8A29MfsJPXLYO/IlpQTdTlEGT/4CQCxJchgVRdG0WzkprGkFALHs5kE369FpD6owo0rB3BZsqyzRrV/9RcZYGtXnIVnGXkY5LallrsUDwECMi56/ThG0LF/0L4JYm/w0IwdVdgCIWpZlVJS5K2Au6nGbJv76geaum16vdp//4S7NXTdd9w99U8mu1KDbyU01SnaTIwAQazJ8RrlR8LCUz1WzoDwAIHaluFJ0fo/z9cIPj6t5tmWrUDJ/w0xd9fnx+lObc3RO12tsP3y1o0DCaEQg9sXgV+v4Pcsyyo6x0SRup/ZYFBgAEJ1S3EZZ25+wdVgO3TbweT3y7bUqLlsXVHuv/PSwqgPVuqbvw3JYjqCPy+uSCllgFwBiVmGaUUoEC91uZ83UKIxGBIDYd2rnUzVp6SQt3zJXzbIOXCjZULpG/5x7r56fcbfuG/qGehYOsr1PhyW1yKFAAsQLiiRxIjcl+ub23Z/CdG5IACBWFKYbJW2vZ6S7s3RNn4d188SztbVii612xi14VatKlumiHrfW63gsIzXNJEcAIJYZY9Qsy8gVgfUVkxw1X2w5HeQIAMQDY4xeOO4F/e3zv+nzxWO23yvs/b7lmxfpoW9G6Y6vL1LvvKF66NC3leXNs70/T5LUOteSz0WOAPEiAn+SIhwcVs0Cuys3BSJ9KAeU4jZK9xIkABArnA6jRumWlm7wS5LaZXfTBd1v0nX/PU0PHvqWvEnJB2xjyqrP9G3xeN05+OV6FzcK0408PLEFADHP6TBqnm1p0Vq/qvwNs88dT/66mTseAOJKQUqB3jvlPV37+bWatnyazul2kX5ZX6LN5ds0e+3/9NWyj5Xna6zj252rLrm9tX7NqqD2k+YxaprF9PFAvKFIEkdyko3WlQRUWR3pI9k3Y6TGGQQJAMSaDJ/R5jKj4m01xfju+f11bte/6br/nqb7D31TpZVbtXTTPBWXrVOTtFZqmtZGluXQhKXj9MGCV5VhZeu2Ic/bXgjx97J8RjkpMTR0EgCwX94koxY5lhat86s6zIUSJ1OjAEBcS3Ik6dEjH9U7c97RP394Uh6HVxVVPjVJ7ahHh42Ry+GWJAUC9gPHGCk/1Sg/jXsRIB5RJIkj1vbRJL9tjN7RJHmpPP0LALGqKMOotDKgssqa/+9ZOEjVgSqN+mKEcnyFap7eVhmeHM365Vst3bxA5VVlOqTJkbpr0Euq2FSmJIerXvtPdhsVZZIhABBvfC6jlmEulLi2r0HCvQgAxL8RHUdoRMcRO/9/XYlfa7YE/1BxmseoUYZhFCIQxyiSxJns7aNJyqsifSR78yTVVN0BALHJsmqmRVmwZteXWL0bHarejQ7d73aBgF/rFdxw9h1cTql5lmEdEgCIUzsKJUs3+FUR4nsZr6umQJLEGiQAkJByUixl+QJaWxKo8wwsxtQUR7KTjVI95AcQ7yiSxBljaob+/bqhgSb1taFxBovsAkCsczuNmmRaWrK+4XLGYUnNs1lgFwDinc9l1DbP0q8bAtpcFprR8TkpRoVpRhZzxwNAQrMso/w0o7zUgErKJJUE5Esy8kuq9ksBSW6n5HEaeV1SutdQXAcSCEWSOJTpMyreZrQlRDcWoZCVbJTiJlwAIB6ke40apRut2BT+nHFYUkvmjweAhOGwjFrkGK3d4teqzQH5g4wat1NqkmkpmXsQAMBujDFKdhvlp/iVn2fJslhjBABFkrjVOMNo/urgbypCyZMkNU7n5gQA4kluqiXJH9ZCyY4Cic9FhgBAoslNtZTpC2hNSUDrS+p+X+N21oweyfIxegQAAAB1Q5EkTrmdNcMIVzbAU777Y0zNE1zcoABA/MlNtRSQPyxZ47SkFhRIACChOR01IxdzUwLaVBrQ5lKjjb+LBWNqCiM+l1G61yiNeeMBAABgE0WSOJabYlS8LaCyysgdQ0Ga4QsuAIhjeamWLFMzoiQQolqJzyU1y7LkcpIfAAApyWG2jw6RvGXVyim0JGMpEKgpqvNAFgAAAOqDiffimDE1i+tGaq30VI9RXiqnGADEu5wUS61zLblD8OhFbqpR61wKJACAfXNYNYvpupxMqQUAAID64xvsOOdz1QxRb2ieJKlZFjcsAJAofC6jNnmWspJNUMV5n0tqlWupUbolE6nqPgAAAAAASDhMt5UAclIsbavwq3hbw6xP4rSk5tmWHDzVBQAJxWEZNck0yk+tWWi3eOuBF9r1uWqm7Er3khkAAAAAAKDhUSRJEEUZRqWV4V+fxJiaAombaVIAIGG5nEZFGUaFaQGVVkpbSgOq2BRQmsfI6TCyLCnZZZTqrlmUFwAAAAAAIFIokiQIyzJ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            "text/plain": [
              "<Figure size 2000x400 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, axs = plt.subplots(1, 4, figsize=(20, 4))\n",
        "\n",
        "for i, ax in enumerate(axs):\n",
        "    ibnn_kernel = InfiniteWidthBNNKernel(depth=3, device=device)\n",
        "    ibnn_kernel.weight_var = 10.0\n",
        "    ibnn_kernel.bias_var = (i + 1) * 5\n",
        "\n",
        "    model = SingleTaskGP(train_x, train_y, train_Yvar, covar_module=ibnn_kernel).eval()\n",
        "    plot_posterior(ax, model, n_draws=5)\n",
        "    ax.set_title(\"Bias Var: %.1f\" % ((i+1) * 5))\n",
        "    ax.set_ylim(-5, 6)\n",
        "    if i == 0:\n",
        "        ax.legend()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### I-BNNs for Bayesian Optimization\n",
        "\n",
        "We will now use I-BNNs as the surrogate model for a high-dimensional BO problem."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**Define High-dimensional Function and BO Setup**: We will optimize the output of a multilayer perceptron (MLP) with 2 hidden layers, 50 nodes per layer, and ReLU nonlinearities. \n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [],
      "source": [
        "class MLP(nn.Module):\n",
        "    def __init__(self, input_dims):\n",
        "        super().__init__()\n",
        "        self.layers = nn.Sequential(\n",
        "            nn.Linear(input_dims, 50, dtype=torch.float64),\n",
        "            nn.ReLU(),\n",
        "            nn.Linear(50, 50, dtype=torch.float64),\n",
        "            nn.ReLU(),\n",
        "            nn.Linear(50, 1, dtype=torch.float64)\n",
        "        )\n",
        "\n",
        "    def forward(self, x):\n",
        "        return self.layers(x)\n",
        "\n",
        "\n",
        "INPUT_DIMS = 200\n",
        "N_ITERATIONS = 100 if not SMOKE_TEST else 5\n",
        "N_INIT = 50 if not SMOKE_TEST else 2\n",
        "\n",
        "bounds = torch.stack([torch.zeros(INPUT_DIMS), torch.ones(INPUT_DIMS)]).to(**tkwargs)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [],
      "source": [
        "ibnn_kernel = InfiniteWidthBNNKernel(2, device=device)\n",
        "ibnn_kernel.weight_var = 10.0\n",
        "ibnn_kernel.bias_var = 5.0\n",
        "ibnn_kernel = ScaleKernel(ibnn_kernel, device=device)\n",
        "\n",
        "# generate initial x data\n",
        "init_x = draw_sobol_samples(bounds=bounds, n=N_INIT, q=1).to(**tkwargs)\n",
        "init_x = init_x.squeeze(-2) # remove batch dimension"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {},
      "outputs": [],
      "source": [
        "# generate y\n",
        "with manual_seed(seed=1234):\n",
        "    mlp_model = MLP(INPUT_DIMS).to(**tkwargs)\n",
        "    params = torch.nn.utils.parameters_to_vector(model.parameters())\n",
        "    params = torch.randn_like(params, dtype=torch.float64)\n",
        "    torch.nn.utils.vector_to_parameters(params, model.parameters())\n",
        "mlp_model.eval()\n",
        "\n",
        "with torch.no_grad():\n",
        "    init_y = mlp_model(init_x)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**BO loop**: We use Sobol sampling to initialize the BO problem, and we use the Expected Improvement acquisition function."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {},
      "outputs": [],
      "source": [
        "optimize_hypers = False\n",
        "\n",
        "train_x = init_x.clone()\n",
        "train_y = init_y.clone()\n",
        "\n",
        "for iteration in range(N_ITERATIONS):\n",
        "    # fit model to data\n",
        "    model = SingleTaskGP(\n",
        "        train_x, train_y, covar_module=ibnn_kernel\n",
        "    )\n",
        "    if optimize_hypers:\n",
        "        mll = ExactMarginalLogLikelihood(model.likelihood, model)\n",
        "        fit_gpytorch_mll(mll)\n",
        "    model.eval()\n",
        "\n",
        "    # optimize acquisition function\n",
        "    candidate_x, acq_value = optimize_acqf(\n",
        "        acq_function=LogExpectedImprovement(model, train_y.max()),\n",
        "        bounds=bounds,\n",
        "        q=1,\n",
        "        num_restarts=10,\n",
        "        raw_samples=200,\n",
        "    )\n",
        "    candidate_x = candidate_x.double()\n",
        "\n",
        "    # update training points\n",
        "    train_x = torch.cat([train_x, candidate_x])\n",
        "    with torch.no_grad():\n",
        "        new_y = mlp_model(candidate_x)\n",
        "    train_y = torch.cat([train_y, new_y])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.figure(figsize=(8, 6))\n",
        "plt.grid(True)\n",
        "\n",
        "cum_max = torch.cummax(train_y.squeeze(), dim=0)[0].cpu()\n",
        "plt.plot(range(N_INIT-1, len(cum_max)), cum_max[N_INIT-1:])\n",
        "\n",
        "plt.xlabel(\"BO Iterations\")\n",
        "plt.ylabel(\"Max Value\")\n",
        "plt.title(f\"I-BNN Kernel Performance on {INPUT_DIMS}-d Problem\")\n",
        "plt.box(False)\n",
        "plt.show()"
      ]
    }
  ],
  "metadata": {
    "fileHeader": "",
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.2"
    }
  },
  "nbformat": 4,
 "nbformat_minor": 4
}
